about us

The mission of our group is to advance knowledge related to the analysis, management, and making sense of large and complex visual data, and to contribute to the society through dissemination of research findings and education of future leaders in this field.
The group has published two monographs and about 50 journal articles (Google Scholar profile). Notable technologies developed by the group include the SIMPLIcity image retrieval engine, the ALIPR real-time automatic image annotation system, the Acquine aesthetic quality inference engine, and the brushstroke style analysis methods for oil paintings. Past Ph.D. students of the group have taken tenure-track faculty and research scientist positions, right after graduation. In the summers, graduate students have participated in internships at Adobe Research, Apple, AT&T Labs, DeepMap, Google Research, HP Labs, IBM Research, IDIAP Switzerland, Kodak Research, Merck Research, NEC Research, PNC, Siemens Research, SONY Research, Telefonica R&D Barcelona, Verisk Analytics, Xerox PARC, and Yahoo!, among others. The group welcomes talented and motivated graduate and undergraduate students with strong computational and mathematical/statistical skills. Apply to join the group as a PhD student here.

About Prof. James Z. Wang

image

Dr. Wang has been on Penn State faculty since 2000, where he is Professor of the College of Information Sciences and Technology. He is also Affiliated Professor of the Molecular, Cellular, and Integrative Biosciences (MCIBS) Program (Option on Bioinformatics and Genomics, the Huck Institutes of the Life Sciences). He serves as the founding Co-Director of the Intelligent Information Systems Laboratory (2001-). He has served as the lead guest editor of IEEE Trans. on Pattern Analysis and Machine Intelligence Special Section on Real-world Image Annotation and Retrieval (2008), an Associate Editor of IEEE Transactions on Multimedia (2009-2011), and an invited speaker at more than 70 institutions. He was a Visiting Professor of Robotics at Carnegie Mellon University (2007-2008) and a Program Manager in the Office of the National Science Foundation Director (2011 and 2012). These other sites [personal; g-scholar; wiki; math genealogy; FAQ] have more information.

Other pictures: 4/2000 Stanford, 9/2007 Beijing, 4/2010 State College, 4/2010, 8/2010, 9/2010, 12/2013, 12/2014, 12/2015, 12/2016

Ph.D. Advisees

Zhuomin Zhang
zxz78 (at) psu.edu
Ph.D. Program in Information Sciences and Technology, Penn State, since 2016
Thesis:
Committee: to be formed
Yu Luo
yzl5709 (at) psu.edu
Ph.D. Program in Information Sciences and Technology, Penn State, since 2015
Thesis:
Committee: to be formed
Xinye (Rachel) Zheng
xvz5220 (at) psu.edu
Ph.D. Program in Information Sciences and Technology, Penn State, since 2015
Thesis:
Committee: to be formed
Daniel Mohammad Kamani
mqk5591 (at) psu.edu
Ph.D. Program in Information Sciences and Technology, Penn State, since 2015
Academic Computing Fellow, Penn State, since 2017
Thesis:
Committee: to be formed
Yukun Chen
yzc147 (at) psu.edu
Ph.D. Program in Information Sciences and Technology, Penn State, since 2014
Thesis:
Committee: J. Z. Wang (Advisor), J. Li (Co-Advisor), X. Xing, X. Zhang, D. Wang, D. Hunter.
Farshid Farhat
fuf111 (at) psu.edu
Ph.D. Program in Computer Science and Engineering, Penn State, since 2012 (with the group since Jan. 2016)
Thesis:
Committee: J. Z. Wang (Advisor), J. Barlow (Co-Advisor), J. Li, R. T. Colins, W.-C. Lee, Z. Zhou.
Baris Kandemir
bzk142 (at) psu.edu
Ph.D. Program in Information Sciences and Technology, Penn State, since 2012
Thesis:
Committee: J. Z. Wang (Advisor), J. Li (Co-Advisor), R. Adams, Jr., C. Anderson, Z. Zhou.
Jianbo Ye
jxy198 (at) psu.edu
Ph.D. Program in Information Sciences and Technology, Penn State, since 2013. Graduation expected in Spring 2018.
Thesis:
Committee: J. Z. Wang, J. Li (Co-Chairs), C. L. Giles, Z. Li, R. Adams, Jr.

M.S. Advisees

Ankur Mali, Information Sciences and Technology, 2016-.



Undergraduates and Honors Students

Jessica Miller, Psychology, 2017.

Victoria Shaffer, Psychology, 2017.

Yizhi Huang, Computer Science and Mathematics, 2017.

Kun Wang, Computer Engineering, 2016.

Luke Porupski, Computer Science, 2016.

Tom Kawchak, Computer Engineering and Mathematics, 2016.

Yuya Jeremy Ong, Computer Science, Penn State, 2015.

Sahil Mishra, Engineering, Penn State, 2015.

Edward Chen, Computer Science, Penn State, 2015.

Current SponsorsWe are Grateful to our Sponsors

Our research has been primarily supported by the US National Science Foundation. Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation.

We are also supported by The Pennsylvania State University and Nvidia.

If you would like to support our research, please contact Dr. James Wang.

Graduated Ph.D. Advisees

10. Xin Lu, Research Scientist, Adobe Systems Inc., San Jose, CA. (g-scholar)
xxl5086 (at) psu.edu
Ph.D. Program in Information Sciences and Technology, Penn State, Spring 2016
Thesis: Visual Characteristics for Computational Prediction of Aesthetics and Evoked Emotions (Download)
Committee: J. Z. Wang (Chair), M. B. Rosson, R. Adams, Jr., M. Newman, J. Li
9. Yu Zhang, Senior Engineer, DeepMap, Palo Alto, CA. (g-scholar)
ryanflower (at) gmail.com
Ph.D. Program in Information Sciences and Technology, Penn State, Spring 2015
Thesis: Discrete Distribution Clustering in Big Data and a Method for Storm Prediction Leveraging Large Historical Archives (Download)
Committee: J. Z. Wang, J. Li (Co-chairs), C. L. Giles, A. Squicciarini, C. E. Forest
8. Neela Sawant, Senior Research Scientist, Consumer Marketing Analytics, Amazon, Seattle, WA. (g-scholar)
neela.sawant (at) gmail.com
Ph.D. Program in Information Sciences and Technology, Penn State, Summer 2013
Thesis: Statistical Modeling of Image Semantics from Imperfectly Labeled Datasets (Download)
Committee: J. Z. Wang, J. Li (Co-chairs), C. L. Giles, J. M. Carroll, R. Albert
7. Lei Yao, Software Engineer, Houzz, Palo Alto, CA. (g-scholar)
simplely (at) gmail.com
Ph.D. in Information Sciences and Technology, Penn State, Summer 2013
Thesis: Automated Analysis of Composition and Style of Photographs and Paintings (Download)
Committee: J. Z. Wang, J. Li (Co-chairs), D. L. Hall, X. (L.) Zhang, P. J. McGrady
6. Mu Qiao, Research Staff Member, IBM Almaden Research Center, San Jose, CA. (g-scholar)
mqiao (at) us.ibm.com
Ph.D. in Computer Science and Engineering, Penn State, Fall 2012
Thesis: Mixture Modeling for Complex and Large-Scale Data with Applications (Download)
Committee: J. Li (Advisor), J. Z. Wang (Co-advisor), D. Kifer (Co-Chair), J. Barlow, L. Zhang
5. Professor Brian A. Canada, tenure-track Assistant Professor, University of South Carolina, Beaufort, SC. (g-scholar)
bcanada (at) uscb.edu
Ph.D. in Integrative Biosciences, Penn State, Fall 2010
Thesis: Augmentation of the Zebrafish Phenomic Landscape by Histological Analysis and Content-based Image Retrieval (Download)
Committee: J. Z. Wang, K. Cheng, K. Weiss (Co-chairs), J. Richtsmeier, W. Miller (Computational Science Minor)
4. Ritendra Datta, Senior Engineer, Google, Mountain View, CA. (g-scholar)
ritendra.datta (at) gmail.com
Ph.D. in Computer Science and Engineering, Penn State, Spring 2009
Thesis: Semantics and Aesthetics Inference for Image Search: Statistical Learning Approaches (Download)
Committee: J. Z. Wang (Chair), J. Li (Co-Chair), R. Collins, C. L. Giles, D. Miller, B. Urgaonkar
3. Xiaonan Lu, Data Scientist, Seattle, WA. (g-scholar)
xlu (at) cse.psu.edu
Ph.D. in Computer Science and Engineering, Penn State, Fall 2008
Thesis: Image Analysis and Metadata Extraction for Document Retrieval (Download)
Committee: J. Z. Wang (Chair), L. Giles (Co-Chair), W.-C. Lee, D. Miller, C. Zhu
2. Dhiraj Joshi, Senior Research Scientist, IBM T. J. Watson Research Center, New York. (g-scholar)
dhirajjoshi16 (at) gmail.com
Ph.D. in Computer Science and Engineering, Penn State, Summer 2007
Thesis: Image Analysis and Retrieval by Spatial Models and Information Integration (Download)
Committee: J. Z. Wang (Chair), J. Li (Co-Chair), R. Collins, D. Hunter, W.-C. Lee
1. Professor Yixin Chen, Associate Professor with tenure, University of Mississippi, Oxford. (g-scholar)
ychen (at) cs.olemiss.edu
Ph.D. in Computer Science and Engineering, Penn State, Summer 2003
Thesis: A Machine Learning Approach to Content-based Image Indexing and Retrieval (Download)
Committee: J. Z. Wang (Chair), C. L. Giles, J. Yen, J. Li, D. Richards

Graduated M.S.

Siqiong He, Software Engineer, Google
sxh415 (at) psu.edu, Information Sciences and Technology, Penn State, graduated in May 2015
Thesis: Modeling Photographic Composition via Triangles
Poonam Suryanarayan, Sr. Software Engineer, Google
pzs126 (at) psu.edu, Electrical Engineering, Penn State, graduated in 2011
Thesis: A Compputational Approach for Understanding the Aesthetics of Gray Scale Images
AdityaGiri Valluri, Hardware Applications Engineer, Microsemi, CA
azv114 (at) psu.edu, Electrical Engineering, Penn State, graduated in May 2009
Thesis: Navigation Through Automated Image Understanding and Retrieval
Ashish Parulekar, Business Director, Capital One
Electrical Engineering, Penn State, graduated in December 2005
Thesis: Large-scale Satellite Image Browsing using Automatic Semantic Categorization and Content-based Retrieval

Other past members and some current collaborators are listed here.

Research Interests

The group currently focuses on four directions. More information will be added here later. For now, we link you to the latest publications in these projects.

Publications

This material is presented to ensure timely dissemination of scholarly and technical work. Copyright and all rights therein are retained by authors or by other copyright holders. All persons copying this information are expected to adhere to the terms and constraints invoked by each author's copyright. In most cases, these works may not be reposted without the explicit permission of the copyright holder.

Representative Publications

[ Ordered by estimated impact. Use the navigation bottons to view all publications. ]
  1. Ritendra Datta, Dhiraj Joshi, Jia Li and James Z. Wang, ``Image Retrieval: Ideas, Influences, and Trends of the New Age,'' ACM Computing Surveys, vol. 40, no. 2, article 5, pp. 5:1-60, April 2008. [An abstract was published in Proc. ACM Multimedia Information Retrieval, 2005] (download) (g-scholar)
  2. James Z. Wang, Jia Li and Gio Wiederhold, ``SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture Libraries,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 23, no. 9, pp. 947-963, 2001. [An abstract was published in D-LIB, 1999] (download) (g-scholar)
  3. Jia Li and James Z. Wang, ``Automatic Linguistic Indexing of Pictures by a Statistical Modeling Approach,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 25, no. 9, pp. 1075-1088, 2003. [An abstract was published in Proc. ACM Multimedia, 2002] (download) (g-scholar)
  4. Ritendra Datta, Dhiraj Joshi, Jia Li and James Z. Wang, ``Studying Aesthetics in Photographic Images Using a Computational Approach,'' Lecture Notes in Computer Science, vol. 3953, Proceedings of the European Conference on Computer Vision, Part III, pp. 288-301, Graz, Austria, May 2006. (download) (g-scholar)
  5. Jia Li and James Z. Wang, ``Real-time Computerized Annotation of Pictures,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 30, no. 6, pp. 985-1002, 2008. [An abstract was published in Proc. ACM Multimedia, 2006] (download) (g-scholar)
  6. Yixin Chen and James Z. Wang, ``Image Categorization by Learning and Reasoning with Regions,'' Journal of Machine Learning Research, vol. 5, 913-939, August 2004. (download) (g-scholar)
  7. Yixin Chen, Jinbo Bi and James Z. Wang, ``MILES: Multiple-Instance Learning via Embedded Instance Selection,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 28, no. 12, pp. 1931-1947, 2006. [An abstract was published in Proc. CVPR, 2005] (download) (g-scholar)
  8. Jia Li, Lei Yao, Ella Hendriks and James Z. Wang, ``Rhythmic Brushstrokes Distinguish van Gogh from His Contemporaries: Findings via Automated Brushstroke Extraction,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 34, no. 6, pp. 1159-1176, 2012. [DOI: 10.1109/TPAMI.2011.203.] (download) (g-scholar)
  9. Yixin Chen and James Z. Wang, ``A Region-Based Fuzzy Feature Matching Approach to Content-Based Image Retrieval,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 24, no. 9, pp. 1252-1267, 2002. [An abstract was published in Proc. ACM Multimedia, 2001] (download) (g-scholar)
  10. James Z. Wang, Gio Wiederhold, Oscar Firschein and Sha Xin Wei, ``Content-Based Image Indexing and Searching Using Daubechies' Wavelets,'' International Journal on Digital Libraries, vol. 1, no. 4, pp. 311-328, Springer-Verlag, 1998. [An abstract was presented in ADL 1997 and was selected as one of the best papers] (download) (g-scholar)
  11. Lei Yao, Poonam Suryanarayan, Mu Qiao, James Z. Wang and Jia Li, ``OSCAR: On-Site Composition and Aesthetics Feedback through Exemplars for Photographers,'' International Journal of Computer Vision, vol. 96, no. 3, pp. 353-383, 2012. [DOI: 10.1007/s11263-011-0478-3] (download) (g-scholar)
  12. Dhiraj Joshi, Ritendra Datta, Quang-Tuan Luong, Elena Fedorovskaya, James Z. Wang, Jia Li and Jiebo Luo, ``Aesthetics and Emotions in Images: A Computational Perspective,'' IEEE Signal Processing Magazine, vol. 28, no. 5, pp. 94-115, September 2011. (download) (g-scholar)
  13. Yixin Chen, James Z. Wang and Robert Krovetz, ``CLUE: Cluster-based Retrieval of Images by Unsupervised Learning,'' IEEE Transactions on Image Processing, vol. 14, no. 8, pp. 1187-1201, 2005. [An abstract was published in Proc. IEEE International Symposium on Signal Processing and its Applications, 2003] (download) (g-scholar)
  14. Yu Zhang, Stephen Wistar, Jia Li, Michael A. Steinberg and James Z. Wang, ``Severe Thunderstorm Detection by Visual Learning Using Satellite Images,'' IEEE Transactions on Geoscience and Remote Sensing, vol. 55, no. 2, pp. 1039-1052, 2017. [A version was posted in March 2016 at http://arxiv.org/abs/1603.00146] (download) (g-scholar)
  15. Jianbo Ye, Panruo Wu, James Z. Wang and Jia Li, ``Fast Discrete Distribution Clustering Using Wasserstein Barycenter with Sparse Support,'' IEEE Transactions on Signal Processing, vol. 65, no. 9, pp. 2317-2332, 2017. [A version was posted in Sep 2015 at http://arxiv.org/abs/1510.00012] (download) (g-scholar)
  16. Xin Lu, Poonam Suryanarayan, Reginald B. Adams, Jr., Jia Li, Michelle G. Newman and James Z. Wang, ``On Shape and the Computability of Emotions,'' Proceedings of the ACM Multimedia Conference, pp. 229-238, Nara, Japan, ACM, October 2012. (download) (g-scholar)

Publications Sorted by Type

Refereed Journals
  1. Jianbo Ye, Jia Li, Michelle G. Newman, Reginald B. Adams, Jr. and James Z. Wang, "Probabilistic Multigraph Modeling for Improving the Quality of Crowdsourced Affective Data," IEEE Transactions on Affective Computing, vol. , no. , 14 pages, 2017. [A version was posted in January 2017 at http://arxiv.org/abs/1701.01096] (download) (g-scholar)
  2. Siqiong He, Zihan Zhou, Farshid Farhat and James Z. Wang, "Discovering Triangles in Portraits for Supporting Photographic Creation," IEEE Transactions on Multimedia, vol. 19, no. , 13 pages, 2017, accepted. [A version was posted in May 2016 at http://arxiv.org/abs/1605.09559] (download) (g-scholar)
  3. Zihan Zhou, Farshid Farhat and James Z. Wang, "Detecting Dominant Vanishing Points in Natural Scenes with Application to Composition-Sensitive Image Retrieval," IEEE Transactions on Multimedia, vol. 19, no. , 15 pages, 2017.(download) (g-scholar)
  4. Antonio Jesus Fernandez-Garcia, Luis Iribarne, Antonio Corral, Javier Criado and James Z Wang, "A Microservice-based Architecture for Enhancing the User Experience in Cross-device Distributed Mashup UIs with Multiple Forms of Interaction," Universal Access in the Information Society, Special Issue on Distributed UIs: Distributing Interactions, 2017.(download) (g-scholar)
  5. Mohammad Mahdi Kamani, Farshid Farhat, Stephen Wistar and James Z. Wang, "Skeleton Matching with Applications in Severe Weather Detection," Applied Soft Computing, 13 pages, 2017.(download) (g-scholar)
  6. Jianbo Ye, Panruo Wu, James Z. Wang and Jia Li, "Fast Discrete Distribution Clustering Using Wasserstein Barycenter with Sparse Support," IEEE Transactions on Signal Processing, vol. 65, no. 9, pp. 2317-2332, 2017. [A version was posted in Sep 2015 at http://arxiv.org/abs/1510.00012] (download) (g-scholar)
  7. Feng Xu, Junping Zhang and James Z. Wang, "Microexpression Identification and Categorization using a Facial Dynamics Map," IEEE Transactions on Affective Computing, vol. 8, no. 2, pp. 254-267, 2017.(download) (g-scholar)
  8. Yu Zhang, Stephen Wistar, Jia Li, Michael A. Steinberg and James Z. Wang, "Severe Thunderstorm Detection by Visual Learning Using Satellite Images," IEEE Transactions on Geoscience and Remote Sensing, vol. 55, no. 2, pp. 1039-1052, 2017. [A version was posted in March 2016 at http://arxiv.org/abs/1603.00146] (download) (g-scholar)
  9. Moises Espinola, Jose A. Piedra-Fernandez, Rosa Ayala, Luis Iribarne, Saturnino Leguizamon and James Z. Wang, "Simulating Rainfall, Water Evaporation and Groundwater Flow in Three-Dimensional Satellite Images with Cellular Automata," Simulation Modelling Practice and Theory, vol. 67, pp. 89-99, 2016.(download) (g-scholar)
  10. Yue Rui, Hojae Yi, Baris Kandemir, James Z. Wang, Virendra M. Puri and Charles T. Anderson, "Integrating Cell Biology, Image Analysis, and Computational Mechanical Modeling to Analyze the Contributions of Cellulose and Xyloglucan to Stomatal Function," Plant Signaling & Behavior, vol. 11, no. 6, e1183086:1-4, 2016.(download) (g-scholar)
  11. Xin Lu, Zhe Lin, Hailin Jin, Jianchao Yang and James Z. Wang, "Image-Specific Prior Adaptation for Denoising," IEEE Transactions on Image Processing, vol. 24, no. 12, pp. 5469-5478, 2015.(download) (g-scholar)
  12. Xin Lu, Zhe Lin, Hailin Jin, Jianchao Yang and James Z. Wang, "Rating Pictorial Aesthetics using Deep Learning," IEEE Transactions on Multimedia, vol. 17, no. 11, pp, 2021-2034, 2015.(download) (g-scholar)
  13. Yu Zhang, James Z. Wang and Jia Li, "Parallel Massive Clustering of Discrete Distributions," ACM Transactions on Multimedia Computing, Communications and Applications, vol. 11, no. 4, article 49, pp. 49:1-24 and appendix:1-6, April 2015. [A version was posted in Feb 2013 at http://arxiv.org/abs/1302.0435] (download) (g-scholar)
  14. Moises Espinola, Jose A. Piedra-Fernandez, Rosa Ayala, Luis Iribarne and James Z. Wang, "Contextual and Hierarchical Classification of Satellite Images Based on Cellular Automata," IEEE Transactions on Geoscience and Remote Sensing, vol. 53, no. 2, pp. 795-809, 2015.(download) (g-scholar)
  15. Jose A. Piedra-Fernandez, Gloria Ortega, James Z. Wang and M. Canton-Garbin, "Fuzzy Content-Based Image Retrieval for Oceanic Remote Sensing," IEEE Transactions on Geoscience and Remote Sensing, vol. 52, no. 9, pp. 5422-5431, 2014.(download) (g-scholar)
  16. Neela Sawant, James Z. Wang and Jia Li, "Enhancing Training Collections for Image Annotation: An Instance-Weighted Mixture Modeling Approach," IEEE Transactions on Image Processing, vol. 22, no. 9, pp. 3562-3577, 2013.(download) (g-scholar)
  17. Lei Yao, Poonam Suryanarayan, Mu Qiao, James Z. Wang and Jia Li, "OSCAR: On-Site Composition and Aesthetics Feedback through Exemplars for Photographers," International Journal of Computer Vision, vol. 96, no. 3, pp. 353-383, 2012. [DOI: 10.1007/s11263-011-0478-3] (download) (g-scholar)
  18. Jia Li, Lei Yao, Ella Hendriks and James Z. Wang, "Rhythmic Brushstrokes Distinguish van Gogh from His Contemporaries: Findings via Automated Brushstroke Extraction," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 34, no. 6, pp. 1159-1176, 2012. [DOI: 10.1109/TPAMI.2011.203.] (download) (g-scholar)
  19. Qingyong Li, Weitao Lu, Jun Yang and James Z. Wang, "Thin Cloud Detection of All-Sky Images Using Markov Random Fields," IEEE Geoscience and Remote Sensing Letters, vol. 9, no. 3, pp. 417-421, 2012. [10.1109/LGRS.2011.2170953] (download) (g-scholar)
  20. Dhiraj Joshi, Ritendra Datta, Quang-Tuan Luong, Elena Fedorovskaya, James Z. Wang, Jia Li and Jiebo Luo, "Aesthetics and Emotions in Images: A Computational Perspective," IEEE Signal Processing Magazine, vol. 28, no. 5, pp. 94-115, September 2011.(download) (g-scholar)
  21. Brian A. Canada, Georgia Thomas, Keith Cheng and James Z. Wang, "SHIRAZ: An Automated Histology Image Annotation System for Zebrafish Phenomics," Multimedia Tools and Applications, Special Issue on Hot Research Topics in Multimedia, vol. 51, no. 2, pp. 401-440, 2011. [invited] (download) (g-scholar)
  22. Neela Sawant, Jia Li and James Z. Wang, "Automatic Image Semantic Interpretation using Social Action and Tagging Data," Multimedia Tools and Applications, Special Issue on Survey Papers in Multimedia by World Experts, vol. 51, no. 1, pp. 213-246, 2011. [invited] (download) (g-scholar)
  23. Jose A. Piedra-Fernandez, M. Canton-Garbin and James Z. Wang, "Feature Selection in AVHRR Ocean Satellite Images by Means of Filter Methods," IEEE Transactions on Geoscience and Remote Sensing, vol. 48, no. 12, pp. 4193-4203, December 2010.(download) (g-scholar)
  24. Ritendra Datta, Jia Li and James Z. Wang, "Exploiting the Human-Machine Gap in Image Recognition for Designing CAPTCHAs," IEEE Transactions on Information Forensics and Security, vol. 4, no. 3, pp. 504-518, September 2009. [An abstract was published in Proc. ACM Multimedia, 2005] (download) (g-scholar)
  25. Xiaonan Lu, Saurabh Kataria, William J. Brouwer, James Z. Wang, Prasenjit Mitra and C. Lee Giles, "Automated Analysis of Images in Documents for Intelligent Document Search," International Journal on Document Analysis and Recognition, vol. 12, no. 2, pp. 65-81, 2009. [An abstract was published in Proc. International Conference on Document Analysis and Recognition, 2007] (download) (g-scholar)
  26. C. Richard Johnson, Jr., Ella Hendriks, Igor Berezhnoy, Eugene Brevdo, Shannon Hughes, Ingrid Daubechies, Jia Li, Eric Postma and James Z. Wang, "Image Processing for Artist Identification - Computerized Analysis of Vincent van Gogh's Painting Brushstrokes," IEEE Signal Processing Magazine, Special Issue on Visual Cultural Heritage, vol. 25, no. 4, pp. 37-48, 2008.(download) (g-scholar)
  27. Jia Li and James Z. Wang, "Real-time Computerized Annotation of Pictures," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 30, no. 6, pp. 985-1002, 2008. [An abstract was published in Proc. ACM Multimedia, 2006] (download) (g-scholar)
  28. Ritendra Datta, Dhiraj Joshi, Jia Li and James Z. Wang, "Image Retrieval: Ideas, Influences, and Trends of the New Age," ACM Computing Surveys, vol. 40, no. 2, article 5, pp. 5:1-60, April 2008. [An abstract was published in Proc. ACM Multimedia Information Retrieval, 2005] (download) (g-scholar)
  29. Ritendra Datta, Weina Ge, Jia Li and James Z. Wang, "Toward Bridging the Annotation-Retrieval Gap in Image Search," IEEE MultiMedia, vol. 14, no. 3, pp. 24-35, 2007. [An abstract was published in Proc. ACM Multimedia, 2006] (download) (g-scholar)
  30. Yixin Chen, Jinbo Bi and James Z. Wang, "MILES: Multiple-Instance Learning via Embedded Instance Selection," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 28, no. 12, pp. 1931-1947, 2006. [An abstract was published in Proc. CVPR, 2005] (download) (g-scholar)
  31. Dhiraj Joshi, Jia Li and James Z. Wang, "A Computationally Efficient Approach to the Estimation of Two- and Three-dimensional Hidden Markov Models," IEEE Transactions on Image Processing, vol. 15, no. 7, pp. 1871-1886, 2006. [Abstracts were published in Proc. ICIP, 2004, 2005] (download) (g-scholar)
  32. Dean R. Snow, Mark Gahegan, C. Lee Giles, Kenneth G. Hirth, George R. Milner, Prasenjit Mitra and James Z. Wang, "Cybertools and Archaeology," Science, vol. 311, issue. 5763, pp. 958-959, February 17, 2006.(download) (g-scholar)
  33. James Z. Wang, Kurt Grieb, Ya Zhang, Ching-chih Chen, Yixin Chen and Jia Li, "Machine Annotation and Retrieval for Digital Imagery of Historical Materials," International Journal on Digital Libraries, Special Issue on Multimedia Contents and Management in Digital Libraries, vol. 6, no. 1, pp. 18-29, Springer-Verlag, 2006.(download) (g-scholar)
  34. Dhiraj Joshi, James Z. Wang and Jia Li, "The Story Picturing Engine - A System for Automatic Text Illustration," ACM Transactions on Multimedia Computing, Communications and Applications, vol. 2, no. 1, pp. 68-89, 2006. [An abstract was published in Proc. ACM MIR Workshop, 2004] (download) (g-scholar)
  35. Ching-chih Chen, Howard Wactlar, James Z. Wang and Kevin Kiernan, "Digital Imagery for Significant Cultural and Historical Materials," International Journal on Digital Libraries, Special Issue: Towards the New Generation Digital Libraries: Recommendations of the US-NSF/EU-DELOS Working Groups, vol. 5, no. 4, pp. 275-286, 2005.(download) (g-scholar)
  36. Yixin Chen, James Z. Wang and Robert Krovetz, "CLUE: Cluster-based Retrieval of Images by Unsupervised Learning," IEEE Transactions on Image Processing, vol. 14, no. 8, pp. 1187-1201, 2005. [An abstract was published in Proc. IEEE International Symposium on Signal Processing and its Applications, 2003] (download) (g-scholar)
  37. Yixin Chen and James Z. Wang, "Image Categorization by Learning and Reasoning with Regions," Journal of Machine Learning Research, vol. 5, 913-939, August 2004.(download) (g-scholar)
  38. Jia Li and James Z. Wang, "Studying Digital Imagery of Ancient Paintings by Mixtures of Stochastic Models," IEEE Transactions on Image Processing, vol. 13, no. 3, pp. 340-353, 2004.(download) (g-scholar)
  39. Yixin Chen and James Z. Wang, "Support Vector Learning for Fuzzy Rule-Based Classification Systems," IEEE Transactions on Fuzzy Systems, vol. 11, no. 6, pp. 716-728, 2003. [An abstract was published in Proceedings of the IEEE Fuzzy Systems, 2003] (download) (g-scholar)
  40. Jia Li and James Z. Wang, "Automatic Linguistic Indexing of Pictures by a Statistical Modeling Approach," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 25, no. 9, pp. 1075-1088, 2003. [An abstract was published in Proc. ACM Multimedia, 2002] (download) (g-scholar)
  41. Yixin Chen and James Z. Wang, "A Region-Based Fuzzy Feature Matching Approach to Content-Based Image Retrieval," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 24, no. 9, pp. 1252-1267, 2002. [An abstract was published in Proc. ACM Multimedia, 2001] (download) (g-scholar)
  42. Eldar Giladi, Michael G. Walker, James Z. Wang and Wayne Volkmuth, "SST: An Algorithm for Finding Near-Exact Sequence Matches in Time Proportional to the Logarithm of the Database Size," Bioinformatics, vol. 18, no. 6, pp. 873-879, 2002. [An abstract was published in RECOMB 2000] (download) (g-scholar)
  43. James Z. Wang, Jia Li and Gio Wiederhold, "SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture Libraries," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 23, no. 9, pp. 947-963, 2001. [An abstract was published in D-LIB, 1999] (download) (g-scholar)
  44. James Z. Wang, "Wavelets and Imaging Informatics," Journal of Biomedical Informatics, (formerly Computers and Biomedical Research), vol. 34, no. 2, pp. 129-141, 2001.(download) (g-scholar)
  45. James Z. Wang, Jia Li, Robert M. Gray and Gio Wiederhold, "Unsupervised Multiresolution Segmentation for Images with Low Depth of Field," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 23, no. 1, pp. 85-90, 2001. [An abstract was published in Proc. IEEE ICIAP, 1999] (download) (g-scholar)
  46. James Z. Wang, Jia Li, Desmond Chan and Gio Wiederhold, "Semantics-Sensitive Retrieval for Digital Picture Libraries," D-LIB Magazine, vol. 5, no. 11, DOI: 10.1045/november 99-wang, CNRI, November 1999. http://www.dlib.org [Invited but peer-reviewed. Copyright held by authors.] (download) (g-scholar)
  47. James Z. Wang, Jia Li, Gio Wiederhold and Oscar Firschein, "System for Screening Objectionable Images," Computer Communications, vol. 21, no. 15, pp. 1355-1360, Elsevier, 1998. [An abstract was presented in IDMS 1997 and was selected as one of the best papers] (download) (g-scholar)
  48. James Z. Wang, Gio Wiederhold, Oscar Firschein and Sha Xin Wei, "Content-Based Image Indexing and Searching Using Daubechies' Wavelets," International Journal on Digital Libraries, vol. 1, no. 4, pp. 311-328, Springer-Verlag, 1998. [An abstract was presented in ADL 1997 and was selected as one of the best papers] (download) (g-scholar)
Refereed Conference Proceedings

       Note: Papers in conferences that are not refereed or marginally refereed appear under 'Other Publications'.
  1. Xin Lu, Reginald B. Adams, Jr., Jia Li, Michelle G. Newman and James Z. Wang, "An Investigation into Three Visual Characteristics of Complex Scenes that Evoke Human Emotion," Proceedings of the International Conference on Affective Computing and Intelligent Interaction, pp. -, San Antonio, Texas, October 2017.(download) (g-scholar)
  2. Jianbo Ye, James Z. Wang and Jia Li, "A Simulated Annealing Based Inexact Oracle for Wasserstein Loss Minimization," Proceedings of the International Conference on Machine Learning, 12 pages, Sydney, Australia, August 2017.(download) (g-scholar)
  3. Jianbo Ye, Yanran Li, Zhaohui Wu, James Z. Wang, Wenjie Li and Jia Li, "Determining Gains Acquired from Word Embedding Quantitatively using Discrete Distribution Clustering," Proceedings of the Annual Meeting of the Association for Computational Linguistics, 10 pages, Vancouver, Canada, August 2017.(download) (g-scholar)
  4. Ye Zhou, Xin Lu, Junping Zhang and James Z. Wang, "Joint Image and Text Representation for Aesthetics Analysis," Proceedings of the ACM Multimedia Conference, pp. 262-266, Amsterdam, The Netherlands, ACM, October 2016.(download) (g-scholar)
  5. Mohammad Mahdi Kamani, Farshid Farhat, Stephen Wistar and James Z. Wang, "Shape Matching using Skeleton Context for Automated Bow Echo Detection," Proceedings of the IEEE Big Data Conference, pp. 901-908, Washington, D.C., December 2016.(download) (g-scholar)
  6. Xin Lu, Zhe Lin, Xiaohui Shen, Radomir Mech and James Z. Wang, "Deep Multi-Patch Aggregation Network for Image Style, Aesthetics, and Quality Estimation," Proceedings of the International Conference on Computer Vision, pp. 990-998, Santiago, Chile, IEEE, 2015.(download) (g-scholar)
  7. Zihan Zhou, Siqiong He, Jia Li and James Z. Wang, "Modeling Perspective Effects in Photographic Composition," Proceedings of the ACM Multimedia Conference, pp. 301-310, Brisbane, Australia, ACM, October 2015.(download) (g-scholar)
  8. Xin Lu, Zhe Lin, Hailin Jin, Jianchao Yang and James Z. Wang, "RAPID: Rating Pictorial Aesthetics using Deep Learning," Proceedings of the ACM Multimedia Conference, pp. 457-466, Orlando, Florida, ACM, November 2014.(download) (g-scholar)
  9. Yu Zhang, Stephen Wistar, Jose A. Piedra-Fernandez, Jia Li, Michael A. Steinberg and James Z. Wang, "Locating Visual Storm Signatures from Satellite Images," Proceedings of the IEEE Big Data Conference, pp. 711-720, Washington, D.C., October 2014.(download) (g-scholar)
  10. Xin Lu, Poonam Suryanarayan, Reginald B. Adams, Jr., Jia Li, Michelle G. Newman and James Z. Wang, "On Shape and the Computability of Emotions," Proceedings of the ACM Multimedia Conference, pp. 229-238, Nara, Japan, ACM, October 2012.(download) (g-scholar)
  11. Guifang Duan, Neela Sawant, James Z. Wang, Dean Snow, Danni Ai and Yen-Wei Chen, "Analysis of Cypriot Icon Faces using ICA-Enhanced Active Shape Model Representation," Proceedings of the ACM Multimedia Conference, pp. 901-904, Scottsdale, Arizona, ACM, November 2011.(download) (g-scholar)
  12. Razvan Orendovici and James Z. Wang, "Training Data Collection System for a Learning-based Photographic Aesthetic Quality Inference Engine," Proceedings of the ACM Multimedia Conference, Demonstration, pp. 1575-1578, Florence, Italy, ACM, October 2010.(download) (g-scholar)
  13. James Z. Wang, Weina Ge, Dean Snow, Prasenjit Mitra and C. Lee Giles, "Determining the Sexual Identities of Prehistoric Cave Artists using Digitized Handprints -- A Machine Learning Approach," Proceedings of the ACM Multimedia Conference, pp. 1325-1332, Florence, Italy, ACM, October 2010.(download) (g-scholar)
  14. Neela Sawant, Ritendra Datta, Jia Li and James Z. Wang, "Quest for Relevant Tags using Local Interaction Networks and Visual Content," Proceedings of the ACM International Conference on Multimedia Information Retrieval, Special Session on Statistical Modeling and Learning for Multimedia, pp. 231-240, Philadelphia, Pennsylvania, ACM, March 2010.(download) (g-scholar)
  15. Ritendra Datta and James Z. Wang, "ACQUINE: Aesthetic Quality Inference Engine - Real-time Automatic Rating of Photo Aesthetics," Proceedings of the ACM International Conference on Multimedia Information Retrieval, Demonstration, pp. 421-424, Philadelphia, Pennsylvania, ACM, March 2010.(download) (g-scholar)
  16. Lei Yao, Jia Li and James Z. Wang, "Characterizing Elegance of Curves Computationally for Distinguishing Morrisseau Paintings and the Imitations," Proceedings of the IEEE International Conference on Image Processing (ICIP), Special Session on Cultural Heritage, pp. 73-76, 2009.(download) (g-scholar)
  17. Nianhua Xie, Xi Li, Xiaoqin Zhang, Weiming Hu and James Z. Wang, "Boosted Cannabis Image Recognition," Proceedings of the International Conference on Pattern Recognition, pp. 1-4, Tampa, Florida, December 2008.(download) (g-scholar)
  18. Brian A. Canada, Georgia K. Thomas, Keith C. Cheng, James Z. Wang and Yanxi Liu, "Automatic Lattice Detection in Near-Regular Histology Array Images," Proceedings of the IEEE International Conference on Image Processing (ICIP), pp. 1452-1455, San Diego, California, IEEE, October 2008.(download) (g-scholar)
  19. Ritendra Datta, Jia Li and James Z. Wang, "Algorithmic Inferencing of Aesthetics and Emotion in Natural Images: An Exposition," Proceedings of the IEEE International Conference on Image Processing (ICIP), Special Session on Image Aesthetics, Mood and Emotion, pp. 105-108, San Diego, California, IEEE, October 2008. [invited but peer-reviewed] (download) (g-scholar)
  20. Brian A. Canada, Georgia K. Thomas, Keith C. Cheng, James Z. Wang and Yanxi Liu, "Towards Efficient Automated Characterization of Irregular Histology Images via Transformation to Frieze-Like Patterns," Proceedings of the ACM International Conference on Image and Video Retrieval, pp. 581-590, Niagara Falls, Canada, July 2008.(download) (g-scholar)
  21. Xiaonan Lu, Brewster Kahle, James Z. Wang and C. Lee Giles, "A Metadata Generation System for Scanned Scientific Volumes," Proceedings of the ACM and IEEE Joint Conference on Digital Libraries, pp. 167-176, Pittsburgh, PA, ACM, June 2008.(download) (g-scholar)
  22. Xiaonan Lu, James Z. Wang and C. Lee Giles, "Intelligent Parsing of Scanned Volumes for Web Based Archives," Proceedings of the IEEE International Conference on Semantic Computing, pp. 559-566, Irvine, CA, October 2007.(download) (g-scholar)
  23. Ritendra Datta, Jia Li and James Z. Wang, "Learning the Consensus on Visual Quality for Next-Generation Image Management," Proceedings of the ACM Multimedia Conference, pp. 533-536, ACM, Augsburg, Germany, September 2007.(download) (g-scholar)
  24. Ritendra Datta, Dhiraj Joshi, Jia Li and James Z. Wang, "Tagging over Time: Real-world Image Annotation by Lightweight Meta-learning," Proceedings of the ACM Multimedia Conference, pp. 393-402, ACM, Augsburg, Germany, September 2007.(download) (g-scholar)
  25. Xiaonan Lu, James Z. Wang, Prasenjit Mitra and C. Lee Giles, "Automatic Extraction of Data from 2-D Plots in Documents," Proceedings of the International Conference on Document Analysis and Recognition, pp. 188-192, Parana, Brazil, September 2007.(download) (g-scholar)
  26. Xiaonan Lu, James Z. Wang, Prasenjit Mitra and C. Lee Giles, "Deriving Knowledge from Figures for Digital Libraries," Proceedings of the International World Wide Web Conference, pp. 1229-1230, Banff, Alberta, Canada, May 2007.(download) (g-scholar)
  27. Brian A. Canada, Keith C. Cheng and James Z. Wang, "QCHARM: A Novel Computational and Scientific Visualization Framework for Facilitating Discovery and Improving Diagnostic Reliability in Medicine," Proceedings of the American Medical Informatics Association Annual Symposium, pp. 870, Washington, D.C., November 2006.(download) (g-scholar)
  28. Ritendra Datta, Weina Ge, Jia Li and James Z. Wang, "Toward Bridging the Annotation-Retrieval Gap in Image Search by a Generative Modeling Approach," Proceedings of the ACM Multimedia Conference, pp. 977-986, ACM, Santa Barbara, CA, October 2006.(download) (g-scholar)
  29. Jia Li and James Z. Wang, "Real-time Computerized Annotation of Pictures," Proceedings of the ACM Multimedia Conference, pp. 911-920, ACM, Santa Barbara, CA, October 2006.(download) (g-scholar)
  30. Dhiraj Joshi, Ritendra Datta, Ziming Zhuang, WP Weiss, Marc Friedenberg, James Z. Wang and Jia Li, "PARAgrab: A Comprehensive Architecture for Web Image Management and Multimodal Querying," Proceedings of the International Conference on Very Large Data Bases, Demonstration, pp. 1163-1166, Seoul, Korea, September 2006.(download) (g-scholar)
  31. Xiaonan Lu, Prasenjit Mitra, James Z. Wang and C. Lee Giles, "Automatic Categorization of Figures in Scientific Documents," Proceedings of the ACM and IEEE Joint Conference on Digital Libraries, pp. 129-138, Chapel Hill, NC, ACM, June 2006.(download) (g-scholar)
  32. Ritendra Datta, Dhiraj Joshi, Jia Li and James Z. Wang, "Studying Aesthetics in Photographic Images Using a Computational Approach," Lecture Notes in Computer Science, vol. 3953, Proceedings of the European Conference on Computer Vision, Part III, pp. 288-301, Graz, Austria, May 2006.(download) (g-scholar)
  33. Ritendra Datta, Jia Li and James Z. Wang, "IMAGINATION: A Robust Image-based CAPTCHA Generation System," Proceedings of the ACM Multimedia Conference, pp. 331-334, Singapore, ACM, November 2005.(download) (g-scholar)
  34. Dhiraj Joshi, Jia Li and James Z. Wang, "Parameter Estimation of Multi-Dimensional Hidden Markov Models - A Scalable Approach," Proceedings of the IEEE International Conference on Image Processing (ICIP), Genova, Italy, vol. 3, pp. 149-152, IEEE, September 2005.(download) (g-scholar)
  35. Jia Li and James Z. Wang, "The Automatic Linguistic Indexing of Pictures System," Proceedings of the International Conference on Computer Vision and Pattern Recognition, Demonstration, vol. II, pp. 1208-1209, San Diego, CA, IEEE, June 2005.(download) (g-scholar)
  36. Jinbo Bi, Yixin Chen and James Z. Wang, "A Sparse Support Vector Machine Approach to Region-Based Image Categorization," Proceedings of the International Conference on Computer Vision and Pattern Recognition, vol. I, pp. 1121-1128, San Diego, CA, IEEE, June 2005.(download) (g-scholar)
  37. Jia Li, Dhiraj Joshi and James Z. Wang, "Stochastic Modeling of Volume Images with a 3-D Hidden Markov Model," Proceedings of the IEEE International Conference on Image Processing (ICIP), pp. 2359-2362, IEEE, Singapore, October 2004.(download) (g-scholar)
  38. Ya Zhang, Hongyuan Zha, James Z. Wang and Chao-Hsien Chu, "Gene Co-regulation vs. Co-expression," Poster Proceedings of the International Conference on Research in Computational Molecular Biology (RECOMB), pp. 232-233, San Diego, CA, March 2004.(download) (g-scholar)
  39. Ya Zhang, Hongyuan Zha, James Z. Wang and Chao-Hsien Chu, "Clustering of Time-Course Gene Expression Data," Poster Proceedings of the International Conference on Research in Computational Molecular Biology (RECOMB), pp. 240-241, San Diego, CA, March 2004.(download) (g-scholar)
  40. James Z. Wang, Jia Li and Sui Ching Lin, "Evaluation Strategies for Automatic Linguistic Indexing of Pictures," Proceedings of the IEEE International Conference on Image Processing (ICIP), vol. 3, pp. 617-620, Barcelona, Spain, IEEE, September 2003. [invited but peer-reviewed] (download) (g-scholar)
  41. Yixin Chen, James Z. Wang and Robert Krovetz, "An Unsupervised Learning Approach to Content-Based Image Retrieval," Proceedings of the IEEE International Symposium on Signal Processing and its Applications, vol. 1, pp. 197-200, Paris, France, July 2003. [invited but peer-reviewed] (download) (g-scholar)
  42. Yixin Chen and James Z. Wang, "Kernel Machines and Additive Fuzzy Systems: Classification and Function Approximation," Proceedings of the IEEE International Conference on Fuzzy Systems, pp. 789-795, St. Louis, MO, 2003.(download) (g-scholar)
  43. Yixin Chen and James Z. Wang, "Looking Beyond Region Boundaries: A Robust Image Similarity Measure Using Fuzzified Region Features," Proceedings of the IEEE International Conference on Fuzzy Systems, pp. 1165-1170, St. Louis, MO, 2003. [invited but peer-reviewed] (download) (g-scholar)
  44. James Z. Wang and Jia Li, "Learning-Based Linguistic Indexing of Pictures with 2-D MHMMs," Proceedings of the ACM Multimedia Conference, pp. 436-445, Juan Les Pins, France, ACM, December 2002.(download) (g-scholar)
  45. Ya Zhang and James Z. Wang, "Progressive Display of Very High Resolution Images Using Wavelets," Journal of the American Medical Informatics Association, Proceedings of the AMIA Annual Symposium, vol. 2002 symposium suppl., pp. 944-948, San Antonio, TX, November 2002. [Selected to present at the plenary session at the AMIA Annual Symposium and nominated for the Best Paper Award] (download) (g-scholar)
  46. Ching-chih Chen and James Z. Wang, "Large-Scale Emperor Digital Library and Semantics-Sensitive Region-Based Retrieval," Proceedings of the International Conference on Digital Library -- IT Opportunities and Challenges in the New Millennium, pp. 454-462, Beijing, China, July 9-11, 2002.(download) (g-scholar)
  47. Yanping Du and James Z. Wang "A Scalable Integrated Region-Based Image Retrieval System," Proceedings of the IEEE International Conference on Image Processing (ICIP), Thessaloniki, Greece, pp. 22-25, IEEE, October 2001.(download) (g-scholar)
  48. Yixin Chen, James Z. Wang and Jia Li, "FIRM: Fuzzily Integrated Region Matching for Content-Based Image Retrieval," Proceedings of the ACM Multimedia Conference, pp. 543-545, Ottawa, Canada, ACM, September 2001.(download) (g-scholar)
  49. James Z. Wang, "Security Filtering of Medical Images Using OCR," Digital Libraries: Advanced Methods and Technologies, Digital Collections, Proceedings of the Third All-Russian Scientific Conference, pp. 118-122, Petrozavodsk, Russia, September 2001.(download) (g-scholar)
  50. James Z. Wang and Yanping Du, "RF*IPF: A Weighting Scheme for Multimedia Information Retrieval," Proceedings of the IEEE International Conference on Image Analysis and Processing (ICIAP), pp. 380-385, Palermo, Italy, IEEE, 2001.(download) (g-scholar)
  51. James Z. Wang and Yanping Du, "Scalable Integrated Region-Based Image Retrieval Using IRM and Statistical Clustering," Proceedings of the ACM and IEEE Joint Conference on Digital Libraries, pp. 268-277, Roanoke, VA, ACM, June 2001.(download) (g-scholar)
  52. James Z. Wang, Jia Li and Gio Wiederhold, "SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture Libraries," Lecture Notes in Computer Science, Advances in visual information systems, Lyon, France, Robert Laurini (ed.), vol. 1929, pp. 360-371, Springer-Verlag, November 2000. [Long version of this paper is published in IEEE Trans. PAMI.] (download) (g-scholar)
  53. James Z. Wang, "Pathfinder: Multiresolution Region-Based Searching of Pathology Images Using IRM," Journal of the American Medical Informatics Association, Proceedings of the AMIA Annual Symposium, vol. 2000 symposium suppl., pp. 883-887, Los Angeles, CA, November 2000. [Nominated for the Best Paper Award at the AMIA Annual Symposium] (download) (g-scholar)
  54. James Z. Wang, "SIMPLIcity: A Region-Based Image Retrieval System for Picture Libraries and Biomedical Image Databases," Proceedings of the ACM Multimedia Conference, pp. 483-484, Los Angeles, CA, ACM, October 2000.(download) (g-scholar)
  55. James Z. Wang, "Region-Based Retrieval of Biomedical Images," Proceedings of the ACM Multimedia Conference, pp. 511-512, Los Angeles, CA, ACM, October 2000.(download) (g-scholar)
  56. Jia Li, James Z. Wang and Gio Wiederhold, "IRM: Integrated Region Matching for Image Retrieval," Proceedings of the ACM Multimedia Conference, pp. 147-156, Los Angeles, CA, ACM, October 2000.(download) (g-scholar)
  57. Jia Li, James Z. Wang and Gio Wiederhold, "Classification of Textured and Non-Textured Images Using Region Segmentation," Proceedings of the IEEE International Conference on Image Processing (ICIP), Vancouver, BC, Canada, pp. 754-757, IEEE, September 2000.(download) (g-scholar)
  58. Eldar Giladi, Michael G. Walker, James Z. Wang and Wayne Volkmuth, "SST: An Algorithm for Searching Sequence Databases in Time Proportional to the Logarithm of the Database Size," Currents in Computational Molecular Biology, Poster Proceedings of the International Conference on Research in Computational Molecular Biology (RECOMB), Frontiers Science Series no. 30, S. Miyano, R. Shamir, T. Takagi (eds.), Universal Academy Press, Inc., Tokyo, Japan, April 2000.(download) (g-scholar)
  59. James Z. Wang, John Nguyen, Kin-Koi Lo, Christine Law and Donald Regula, "Multiresolution Browsing of Pathology Images Using Wavelets," Journal of the American Medical Informatics Association, Proceedings of the AMIA Annual Symposium, vol. 1999 symposium suppl., pp. 340-344, Washington, D.C., November 1999.(download) (g-scholar)
  60. Jia Li, James Z. Wang, Robert M.Gray and Gio Wiederhold, "Multiresolution Object-of-Interest Detection for Images with Low Depth of Field," Proceedings of the IEEE International Conference on Image Analysis and Processing (ICIAP), pp. 32-37, Venice, Italy, IEEE, 1999.(download) (g-scholar)
  61. Edward Chang, Chen Li, James Z. Wang, Peter Mork and Gio Wiederhold, "Searching Near-Replicas of Images Via Clustering," Proceedings of SPIE, vol. 3846, pp. 281-292, Boston, MA, September 1999.(download) (g-scholar)
  62. James Z. Wang and Gio Wiederhold, "WaveMark: Digital Image Watermarking Using Daubechies' Wavelets and Error Correcting Coding," Proceedings of SPIE, vol. 3528, pp. 432-439, Boston, MA, November 1998.(download) (g-scholar)
  63. Edward Chang, James Z. Wang, Chen Li and Gio Wiederhold, "RIME: A Replicated Image Detector for the World-Wide Web," Proceedings of SPIE, vol. 3527, pp. 58-67, Boston, MA, November 1998.(download) (g-scholar)
  64. James Z. Wang and Gio Wiederhold, "System for Efficient and Secure Distribution of Medical Images on the Internet," Journal of the American Medical Informatics Association, Proceedings of the AMIA Annual Symposium, vol. 1998 symposium suppl., pp. 907-911, Orlando, FL, November 1998.(download) (g-scholar)
  65. James Z. Wang, Jia Li, Gio Wiederhold and Oscar Firschein, "Classifying Objectionable Websites Based on Image Content," Lecture Notes in Computer Science, Interactive distributed multimedia systems and telecommunication services, Oslo, Norway, Thomas Plagemann and Vera Goebel (eds.), vol. 1483, pp. 113-124, Springer-Verlag, September 1998.(download) (g-scholar)
  66. James Z. Wang, Michel Bilello and Gio Wiederhold, "A Textual Information Detection and Elimination System for Secure Medical Image Distribution," Journal of the American Medical Informatics Association, Proceedings of the AMIA Annual Symposium, vol. 1997 symposium suppl., pp. 896, Nashville, TN, October 1997.(download) (g-scholar)
  67. James Z. Wang, Gio Wiederhold and Oscar Firschein, "System for Screening Objectionable Images Using Daubechies' Wavelets and Color Histograms," Lecture Notes in Computer Science, Interactive distributed multimedia systems and telecommunication services, Darmstadt, Germany, Ralf Steinmetz and Lars C. Wolf (eds.), vol. 1309, pp. 20-30, Springer-Verlag, September 1997.(download) (g-scholar)
  68. James Z. Wang, Gio Wiederhold, Oscar Firschein and Sha Xin Wei, "Wavelet-Based Image Indexing Techniques With Partial Sketch Retrieval Capability," Proceedings of the IEEE Forum on Research and Technology Advances in Digital Libraries (ADL'97), pp. 13-24, Washington, D.C., IEEE, May 1997.(download) (g-scholar)
Refereed Workshop Proceedings

       Note: Papers in conferences that are not refereed or marginally refereed appear under 'Other Publications'.
  1. Baris Kandemir, Zihan Zhou, Jia Li and James Z. Wang, "Beyond Saliency: Assessing Visual Balance with High-level Cues," Proceedings of the Engagement Workshop, in conjunction with the ACM Multimedia Conference, pp. - , Mountain View, California, October 2017.(download) (g-scholar)
  2. Farshid Farhat, Mohammad M. Kamani, Sahil Mishra and James Z. Wang, "Intelligent Portrait Composition Assistance - Integrating Deep-learned Models and Photography Idea Retrieval," Proceedings of the Engagement Workshop, in conjunction with the ACM Multimedia Conference, pp. -, Mountain View, California, October 2017.(download) (g-scholar)
  3. Xin Lu, Neela Sawant, Michelle G. Newman, Reginald B. Adams, Jr., James Z. Wang and Jia Li, "Identifying Emotions Aroused from Paintings," Lecture Notes in Computer Science, vol. 9913, G. Hua and H. Jegou (eds.), Proceedings of the Workshop on Visual Analysis of Sketches, in conjunction with the European Conference on Computer Vision, pp. 48-63, 2016.(download) (g-scholar)
  4. Antonio Jesus Fernandez-Garcia, Luis Iribarne, Antonio Corral, Javier Criado and James Z Wang, "Optimally Storing the User Interaction in Mashup Interfaces within a Relational Database," Lecture Notes in Computer Science, vol. 9881, Current Trends in Web Engineering, S. Casteleyn et al. (eds.), Proceedings of the 5th Workshop on Distributed User Interfaces: Distributing Interactions (DUI), pp. 188-195, Lugano, Switzerland, Springer Int. Publ. Switzerland, June 2016.(download) (g-scholar)
  5. Yue Rui, Chaowen Xiao, Hojae Yi, Baris Kandemir, James Z. Wang, Virendra M. Puri and Charles T. Anderson, "GUARD CELL POLYGALACTURONASE1 Regulates Cell Expansion and Stomatal Dynamics in Arabidopsis Thaliana," Plant Cell Dynamics Meeting, June 2016.(download) (g-scholar)
  6. Antonio Jesus Fernandez-Garcia, Luis Iribarne, Antonio Corral and James Z Wang, "Evolving Mashup Interfaces using a Distributed Machine Learning and Model Transformation Methodology," Lecture Notes in Computer Science, vol. 9416, On the Move to Meaningful Internet Systems: Proceedings of the OTM 2015 Workshops, I. Ciuciu et al. (eds.), Workshop on Information Systems in Distributed Environment, pp. 401-410, Rhodes, Greece, Springer Int. Publ. Switzerland, October 2015.(download) (g-scholar)
  7. Brian A. Canada, Georgia K. Thomas, Keith C. Cheng and James Z. Wang, "Automated Segmentation and Classification of Zebrafish Histology Images for High-Throughput Phenotyping," Proceedings of the Third IEEE-NIH Life Science Systems and Applications Workshop, pp. 245-248, Bethesda, MD, November 2007.(download) (g-scholar)
  8. Anuj R. Jaiswal, C. Lee Giles, Prasenjit Mitra and James Z. Wang, "An Architecture for Creating Collaborative Semantically Capable Scientific Data Sharing Infrastructures," Proceedings of the 8th ACM International Workshop on Web Information and Data Management, in conjunction with ACM International Conference on Information and Knowledge Management, pp. 75-82, Arlington, VA, ACM, November 2006.(download) (g-scholar)
  9. James Z. Wang, Nozha Boujemaa, Alberto Del Bimbo, Donald Geman, Alex Hauptmann and Jelena Tesic, "Diversity in Multimedia Information Retrieval Research," Proceedings of the 8th ACM International Workshop on Multimedia Information Retrieval, in conjunction with ACM International Conference on Multimedia, pp. 5-12, Santa Barbara, CA, ACM, October 2006.(download) (g-scholar)
  10. Dhiraj Joshi, Jia Li and James Z. Wang, "A Stochastic Modeling Approach to 3-D Image Modeling," Proceedings of the IEEE/NLM Life Science Systems and Application Workshop, pp. 120-121, IEEE, Bethesda, MD, July 2006.(download) (g-scholar)
  11. Ritendra Datta, Jia Li and James Z. Wang, "Content-Based Image Retrieval - Approaches and Trends of the New Age," Proceedings of the 7th ACM International Workshop on Multimedia Information Retrieval, in conjunction with ACM International Conference on Multimedia, pp. 253-262, Singapore, ACM, November 2005.(download) (g-scholar)
  12. Xiaonan Lu, Jia Li and James Z. Wang, "Learning Representative Objects from Images Using Quadratic Optimization," Proceedings of the Second International Conference on Machine Intelligence, co-located with the UN World Summit on the Information Society, invited for a special session, pp. 730-737, Tozeur, Tunisia, ACIDCA, November 2005. [invited] (download) (g-scholar)
  13. Ashish Parulekar, Ritendra Datta, Jia Li and James Z. Wang, "Large-scale Satellite Image Browsing using Automatic Semantic Categorization and Content-based Retrieval," Proceedings of the IEEE International Workshop on Semantic Knowledge in Computer Vision, in conjunction with IEEE International Conference on Computer Vision, 8 pages, abstract on pp. 1873 of Proc. ICCV Workshops, Beijing, China, IEEE, October 2005.(download) (g-scholar)
  14. David L. Hall, M.D. McNeese, Eileen Rotthoff, Tim Shaw and James Z. Wang, "Improving the Fusion Process Using Semantic Level Whole-Brain Analysis," Proceedings of the MSS National Symposium on Sensors and Data Fusion, 7 pages, Monterey, CA, May 2005.(download) (g-scholar)
  15. Dhiraj Joshi, James Z. Wang and Jia Li, "The Story Picturing Engine: Finding Elite Images to Illustrate a Story Using Mutual Reinforcement," Proceedings of the 6th ACM International Workshop on Multimedia Information Retrieval, in conjunction with ACM Multimedia, pp. 119-126, New York, NY, ACM, October 2004.(download) (g-scholar)
  16. Yixin Chen, James Z. Wang and Robert Krovetz, "Content-Based Image Retrieval by Clustering," Proceedings of the 5th ACM International Workshop on Multimedia Information Retrieval, in conjunction with ACM Multimedia, pp. 193-200, Berkeley, CA, ACM, November 2003.(download) (g-scholar)
  17. James Z. Wang, Jia Li and Ching-chih Chen, "Machine Annotation for Digital Imagery of Historical Materials Using the ALIP System," Proceedings of the DELOS-NSF Workshop on Multimedia in Digital Libraries, 5 pages, Crete, Greece, 2003. In e-proceedings. [invited] (download) (g-scholar)
  18. James Z. Wang, Jia Li and Ching-chih Chen, "Interdisciplinary Research to Advance Digital Imagery Indexing and Retrieval Technologies for Asian Art and Cultural Heritages," Proceedings of the 4th ACM International Workshop on Multimedia Information Retrieval, in conjunction with ACM Multimedia, 6 pages, Juan Les Pins, France, ACM, December 2002. [invited] (download) (g-scholar)
  19. James Z. Wang and Jia Li, "Mining Digital Imagery Data for Automatic Linguistic Indexing of Pictures," Proceedings of the NSF Workshop on Next Generation Data Mining, pp. 69-76, Baltimore, MD, November 2002.(download) (g-scholar)
  20. Yixin Chen and James Z. Wang, "Looking Beyond Region Boundaries: Region-Based Image Retrieval Using Fuzzy Feature Matching," Proceedings of the Multimedia Content-Based Indexing and Retrieval Workshop, INRIA Rocquencourt, France, pp. 37-40, September 2001.(download) (g-scholar)
  21. James Z. Wang and Martin A. Fischler, "Visual Similarity, Judgmental Certainty and Stereo Correspondence," Proceedings of the DARPA Image Understanding Workshop, George Lukes, (ed.), vol. 2, pp. 1237-1248, Monterey, CA, Morgan Kaufmann Publishers, November 1998.(download) (g-scholar)
Books
  1. Yixin Chen, Jia Li and James Z. Wang, Machine Learning and Statistical Modeling Approaches to Image Retrieval, monograph, Kluwer Academic Publishers, 200 pages, Dordrecht, June 2004.(download) (g-scholar)
  2. James Z. Wang, Integrated Region-Based Image Retrieval, monograph, Kluwer Academic Publishers, 190 pages, Dordrecht, 2001.(download) (g-scholar)
Parts of Books
  1. Jia Li, Lei Yao and James Z. Wang, "Photo Composition Feedback and Enhancement --- Exploiting Spatial Design Categories and the Notan Dark-Light Principle," Mobile Cloud Visual Media Computing, G. Hua and X.-S. Hua (eds.), Springer Int. Publ. Switzerland, Chapter 5, pp. 113-144, 2015.(download) (g-scholar)
  2. Dhiraj Joshi, Ritendra Datta, Elena Fedorovskaya, Xin Lu, Quang-Tuan Luong, James Z. Wang, Jia Li and Jiebo Luo, "On Aesthetics and Emotions in Scene Images: A Computational Perspective," Scene Vision: Making Sense of What We See, K. Kveraga and M. Bar (eds.), MIT Press, pp. 241-272, Chapter 12, November 2014.(download) (g-scholar)
  3. Eren Manavoglu, C. Lee Giles, Amanda Spink and James Z. Wang, "User Modeling Techniques and Applications," The Power of One - Gaining Business Value from Personalization Technologies, N. Pal, A. Rangaswamy (eds.), Trafford Publishing and eBRC Press, pp. 183-197, Chapter 9, November 2003.(download) (g-scholar)
  4. James Z. Wang, Gio Wiederhold and Jia Li, "Wavelet-Based Progressive Transmission and Security Filtering for Medical Image Distribution," Medical Image Databases, S. Wong (ed.), Kluwer International Series in Engineering and Computer Science, Secs 465, pp. 303-324, Chapter 12, Kluwer, Dordrecht, 1998.(download) (g-scholar)
Other Publications
  1. Hanjoo Kim, Xin Lu, Michael Costa, Baris Kandemir, Reginald B. Adams, Jr., Jia Li, James Z. Wang and Michelle G. Newman, "Development and Validation of the Image Stimuli for Emotion Elicitation (ISEE)," Association for Psychological Science Annual Convention, poster, New York City, May 2015.(download) (g-scholar)
  2. James Z. Wang, Donald Geman, Jiebo Luo and Robert M. Gray, "Real-World Image Annotation and Retrieval: An Introduction to the Special Section," IEEE Transactions on Pattern Analysis and Machine Intelligence, Special Section on Real-world Image Annotation and Retrieval, vol. 30, no. 11, pp. 1873-1876, November 2008.(download) (g-scholar)
  3. James Z. Wang, Nozha Boujemaa and Yixin Chen, "High Diversity Transforms Multimedia Information Retrieval into a Cross-Cutting Field," SIGMOD Record, vol. 36, no. 1, pp. 57-59, March 2007.(download) (g-scholar)
  4. Dhiraj Joshi and James Z. Wang, "Multimedia Systems and Content-Based Image Retrieval, A Book Review," Information Processing and Management, vol. 41, no. 2, pp. 407-408, 2005. [invited] (download) (g-scholar)
  5. DELOS-NSF Working Group, "Research on Digital Imagery for Significant Cultural and Historical Materials," DELOS-NSF Working Group Reports, 19 pages, Boston, MA, December 2002.(download) (g-scholar)
  6. James Z. Wang, "Advanced Techniques for Automatic Web Filtering," Testimony at the National Academies Committee to Study Tools and Strategies for Protecting Children from Pornography on the Internet and Their Applicability to Other Inappropriate Internet Content, National Research Council, Redwood City, CA, March 2001.(download) (g-scholar)
  7. Gio Wiederhold and James Z. Wang, "Testimony Prepared for the COPA (Child Online Protection Act, U.S. Congress TITLE XIV, Oct 1998) Commission," US Congress Report, Washington, D.C., August 2000.(download) (g-scholar)
  8. James Z. Wang, Semantics-Sensitive Integrated Matching for Picture Libraries and Biomedical Image Databases, Stanford University Ph.D. Thesis, UMI Publisher, 221 pages, August 2000. [Thesis. Copyright held by the author.] (download) (g-scholar)
  9. Gio Wiederhold, Michel Bilello and James Z. Wang, "Security Mediation to Protect Healthcare Information Privacy in Collaborative Settings," NSF DLI 2 All-Projects Meeting, Stratford-upon-Avon, Warwickshire, UK, June 2000.(g-scholar)
  10. James Z. Wang, "Security for Medical Image Databases," Computer Security Workshop, Palo Alto, CA, March 2000.(g-scholar)
  11. James Z. Wang, Ray Neff and Mario Enrico, "Imaging of Cell Structure in Flexible Polyurethane Foam," Proceedings of the NSF Center for Interfacial Engineering Annual Conference, Minneapolis, MN, September 1994.(g-scholar)
  12. James Z. Wang, Analytic Number Theory, Complex Variable, and Supercomputers, Summa Cum Laude Honor Thesis, University of Minnesota, Twin Cities, MN, August 1994.(download) (g-scholar)
  13. James Z. Wang, "Projects of the 1993 Summer Institute of the Army High Performance Computing Research Center, (scientific video tape)," US Army High Performance Computing Conference, Washington, D.C., September 1993.(g-scholar)
Edited Volumes
  1. James Z. Wang, Nozha Boujemaa, Nuria Oliver Ramirez and Apostol Natsev (eds.), Proceedings of the ACM International Conference on Multimedia Information Retrieval, Philadelphia, Pennsylvania, ACM, March 2010.(download) (g-scholar)
  2. James Z. Wang, Donald Geman, Jiebo Luo and Robert M. Gray (eds.), IEEE Transactions on Pattern Analysis and Machine Intelligence - Special Section on Real-world Image Annotation and Retrieval, IEEE Computer Society, vol. 30, no. 11, November 2008.(download) (g-scholar)
  3. James Z. Wang, Nozha Boujemaa, Alberto Del Bimbo and Jia Li (eds.), Proceedings of the 9th ACM SIGMM International Workshop on Multimedia Information Retrieval, Augsburg, Bavaria, Germany, ACM, September 2007.(download) (g-scholar)
  4. James Z. Wang, Nozha Boujemaa and Yixin Chen (eds.), Proceedings of the 8th ACM SIGMM International Workshop on Multimedia Information Retrieval, Santa Barbara, California, ACM, October 2006.(download) (g-scholar)

Publications Sorted by Year

2018   2017   2016   2015   2014   2013   2012   2011   2010  
2009   2008   2007   2006   2005   2004   2003   2002   2001   2000  
1999   1998   1997   1994   1993  
    2018
  1. Jianbo Ye, Jia Li, Michelle G. Newman, Reginald B. Adams, Jr. and James Z. Wang, ``Probabilistic Multigraph Modeling for Improving the Quality of Crowdsourced Affective Data,'' IEEE Transactions on Affective Computing, vol. , no. , 14 pages, 2017. [A version was posted in January 2017 at http://arxiv.org/abs/1701.01096] (download) (g-scholar)
    2. 2017
  2. Jianbo Ye, Panruo Wu, James Z. Wang and Jia Li, ``Fast Discrete Distribution Clustering Using Wasserstein Barycenter with Sparse Support,'' IEEE Transactions on Signal Processing, vol. 65, no. 9, pp. 2317-2332, 2017. [A version was posted in Sep 2015 at http://arxiv.org/abs/1510.00012] (download) (g-scholar)
  3. Yu Zhang, Stephen Wistar, Jia Li, Michael A. Steinberg and James Z. Wang, ``Severe Thunderstorm Detection by Visual Learning Using Satellite Images,'' IEEE Transactions on Geoscience and Remote Sensing, vol. 55, no. 2, pp. 1039-1052, 2017. [A version was posted in March 2016 at http://arxiv.org/abs/1603.00146] (download) (g-scholar)
  4. Siqiong He, Zihan Zhou, Farshid Farhat and James Z. Wang, ``Discovering Triangles in Portraits for Supporting Photographic Creation,'' IEEE Transactions on Multimedia, vol. 19, no. , 13 pages, 2017, accepted. [A version was posted in May 2016 at http://arxiv.org/abs/1605.09559] (download) (g-scholar)
  5. Zihan Zhou, Farshid Farhat and James Z. Wang, ``Detecting Dominant Vanishing Points in Natural Scenes with Application to Composition-Sensitive Image Retrieval,'' IEEE Transactions on Multimedia, vol. 19, no. , 15 pages, 2017. (download) (g-scholar)
  6. Antonio Jesus Fernandez-Garcia, Luis Iribarne, Antonio Corral, Javier Criado and James Z Wang, ``A Microservice-based Architecture for Enhancing the User Experience in Cross-device Distributed Mashup UIs with Multiple Forms of Interaction,'' Universal Access in the Information Society, Special Issue on Distributed UIs: Distributing Interactions, 2017. (download) (g-scholar)
  7. Mohammad Mahdi Kamani, Farshid Farhat, Stephen Wistar and James Z. Wang, ``Skeleton Matching with Applications in Severe Weather Detection,'' Applied Soft Computing, 13 pages, 2017. (download) (g-scholar)
  8. Feng Xu, Junping Zhang and James Z. Wang, ``Microexpression Identification and Categorization using a Facial Dynamics Map,'' IEEE Transactions on Affective Computing, vol. 8, no. 2, pp. 254-267, 2017. (download) (g-scholar)
  9. Xin Lu, Reginald B. Adams, Jr., Jia Li, Michelle G. Newman and James Z. Wang, ``An Investigation into Three Visual Characteristics of Complex Scenes that Evoke Human Emotion,'' Proceedings of the International Conference on Affective Computing and Intelligent Interaction, pp. -, San Antonio, Texas, October 2017. (download) (g-scholar)
  10. Jianbo Ye, James Z. Wang and Jia Li, ``A Simulated Annealing Based Inexact Oracle for Wasserstein Loss Minimization,'' Proceedings of the International Conference on Machine Learning, 12 pages, Sydney, Australia, August 2017. (download) (g-scholar)
  11. Jianbo Ye, Yanran Li, Zhaohui Wu, James Z. Wang, Wenjie Li and Jia Li, ``Determining Gains Acquired from Word Embedding Quantitatively using Discrete Distribution Clustering,'' Proceedings of the Annual Meeting of the Association for Computational Linguistics, 10 pages, Vancouver, Canada, August 2017. (download) (g-scholar)
  12. Baris Kandemir, Zihan Zhou, Jia Li and James Z. Wang, ``Beyond Saliency: Assessing Visual Balance with High-level Cues,'' Proceedings of the Engagement Workshop, in conjunction with the ACM Multimedia Conference, pp. - , Mountain View, California, October 2017. (download) (g-scholar)
  13. Farshid Farhat, Mohammad M. Kamani, Sahil Mishra and James Z. Wang, ``Intelligent Portrait Composition Assistance - Integrating Deep-learned Models and Photography Idea Retrieval,'' Proceedings of the Engagement Workshop, in conjunction with the ACM Multimedia Conference, pp. -, Mountain View, California, October 2017. (download) (g-scholar)
    14. 2016
  14. Moises Espinola, Jose A. Piedra-Fernandez, Rosa Ayala, Luis Iribarne, Saturnino Leguizamon and James Z. Wang, ``Simulating Rainfall, Water Evaporation and Groundwater Flow in Three-Dimensional Satellite Images with Cellular Automata,'' Simulation Modelling Practice and Theory, vol. 67, pp. 89-99, 2016. (download) (g-scholar)
  15. Yue Rui, Hojae Yi, Baris Kandemir, James Z. Wang, Virendra M. Puri and Charles T. Anderson, ``Integrating Cell Biology, Image Analysis, and Computational Mechanical Modeling to Analyze the Contributions of Cellulose and Xyloglucan to Stomatal Function,'' Plant Signaling & Behavior, vol. 11, no. 6, e1183086:1-4, 2016. (download) (g-scholar)
  16. Ye Zhou, Xin Lu, Junping Zhang and James Z. Wang, ``Joint Image and Text Representation for Aesthetics Analysis,'' Proceedings of the ACM Multimedia Conference, pp. 262-266, Amsterdam, The Netherlands, ACM, October 2016. (download) (g-scholar)
  17. Mohammad Mahdi Kamani, Farshid Farhat, Stephen Wistar and James Z. Wang, ``Shape Matching using Skeleton Context for Automated Bow Echo Detection,'' Proceedings of the IEEE Big Data Conference, pp. 901-908, Washington, D.C., December 2016. (download) (g-scholar)
  18. Xin Lu, Neela Sawant, Michelle G. Newman, Reginald B. Adams, Jr., James Z. Wang and Jia Li, ``Identifying Emotions Aroused from Paintings,'' Lecture Notes in Computer Science, vol. 9913, G. Hua and H. Jegou (eds.), Proceedings of the Workshop on Visual Analysis of Sketches, in conjunction with the European Conference on Computer Vision, pp. 48-63, 2016. (download) (g-scholar)
  19. Antonio Jesus Fernandez-Garcia, Luis Iribarne, Antonio Corral, Javier Criado and James Z Wang, ``Optimally Storing the User Interaction in Mashup Interfaces within a Relational Database,'' Lecture Notes in Computer Science, vol. 9881, Current Trends in Web Engineering, S. Casteleyn et al. (eds.), Proceedings of the 5th Workshop on Distributed User Interfaces: Distributing Interactions (DUI), pp. 188-195, Lugano, Switzerland, Springer Int. Publ. Switzerland, June 2016. (download) (g-scholar)
  20. Yue Rui, Chaowen Xiao, Hojae Yi, Baris Kandemir, James Z. Wang, Virendra M. Puri and Charles T. Anderson, ``GUARD CELL POLYGALACTURONASE1 Regulates Cell Expansion and Stomatal Dynamics in Arabidopsis Thaliana,'' Plant Cell Dynamics Meeting, June 2016. (download) (g-scholar)
    21. 2015
  21. Xin Lu, Zhe Lin, Hailin Jin, Jianchao Yang and James Z. Wang, ``Image-Specific Prior Adaptation for Denoising,'' IEEE Transactions on Image Processing, vol. 24, no. 12, pp. 5469-5478, 2015. (download) (g-scholar)
  22. Xin Lu, Zhe Lin, Hailin Jin, Jianchao Yang and James Z. Wang, ``Rating Pictorial Aesthetics using Deep Learning,'' IEEE Transactions on Multimedia, vol. 17, no. 11, pp, 2021-2034, 2015. (download) (g-scholar)
  23. Yu Zhang, James Z. Wang and Jia Li, ``Parallel Massive Clustering of Discrete Distributions,'' ACM Transactions on Multimedia Computing, Communications and Applications, vol. 11, no. 4, article 49, pp. 49:1-24 and appendix:1-6, April 2015. [A version was posted in Feb 2013 at http://arxiv.org/abs/1302.0435] (download) (g-scholar)
  24. Moises Espinola, Jose A. Piedra-Fernandez, Rosa Ayala, Luis Iribarne and James Z. Wang, ``Contextual and Hierarchical Classification of Satellite Images Based on Cellular Automata,'' IEEE Transactions on Geoscience and Remote Sensing, vol. 53, no. 2, pp. 795-809, 2015. (download) (g-scholar)
  25. Xin Lu, Zhe Lin, Xiaohui Shen, Radomir Mech and James Z. Wang, ``Deep Multi-Patch Aggregation Network for Image Style, Aesthetics, and Quality Estimation,'' Proceedings of the International Conference on Computer Vision, pp. 990-998, Santiago, Chile, IEEE, 2015. (download) (g-scholar)
  26. Zihan Zhou, Siqiong He, Jia Li and James Z. Wang, ``Modeling Perspective Effects in Photographic Composition,'' Proceedings of the ACM Multimedia Conference, pp. 301-310, Brisbane, Australia, ACM, October 2015. (download) (g-scholar)
  27. Jia Li, Lei Yao and James Z. Wang, ``Photo Composition Feedback and Enhancement --- Exploiting Spatial Design Categories and the Notan Dark-Light Principle,'' Mobile Cloud Visual Media Computing, G. Hua and X.-S. Hua (eds.), Springer Int. Publ. Switzerland, Chapter 5, pp. 113-144, 2015. (download) (g-scholar)
  28. Antonio Jesus Fernandez-Garcia, Luis Iribarne, Antonio Corral and James Z Wang, ``Evolving Mashup Interfaces using a Distributed Machine Learning and Model Transformation Methodology,'' Lecture Notes in Computer Science, vol. 9416, On the Move to Meaningful Internet Systems: Proceedings of the OTM 2015 Workshops, I. Ciuciu et al. (eds.), Workshop on Information Systems in Distributed Environment, pp. 401-410, Rhodes, Greece, Springer Int. Publ. Switzerland, October 2015. (download) (g-scholar)
  29. Hanjoo Kim, Xin Lu, Michael Costa, Baris Kandemir, Reginald B. Adams, Jr., Jia Li, James Z. Wang and Michelle G. Newman, ``Development and Validation of the Image Stimuli for Emotion Elicitation (ISEE),'' Association for Psychological Science Annual Convention, poster, New York City, May 2015. (download) (g-scholar)
    30. 2014
  30. Jose A. Piedra-Fernandez, Gloria Ortega, James Z. Wang and M. Canton-Garbin, ``Fuzzy Content-Based Image Retrieval for Oceanic Remote Sensing,'' IEEE Transactions on Geoscience and Remote Sensing, vol. 52, no. 9, pp. 5422-5431, 2014. (download) (g-scholar)
  31. Xin Lu, Zhe Lin, Hailin Jin, Jianchao Yang and James Z. Wang, ``RAPID: Rating Pictorial Aesthetics using Deep Learning,'' Proceedings of the ACM Multimedia Conference, pp. 457-466, Orlando, Florida, ACM, November 2014. (download) (g-scholar)
  32. Yu Zhang, Stephen Wistar, Jose A. Piedra-Fernandez, Jia Li, Michael A. Steinberg and James Z. Wang, ``Locating Visual Storm Signatures from Satellite Images,'' Proceedings of the IEEE Big Data Conference, pp. 711-720, Washington, D.C., October 2014. (download) (g-scholar)
  33. Dhiraj Joshi, Ritendra Datta, Elena Fedorovskaya, Xin Lu, Quang-Tuan Luong, James Z. Wang, Jia Li and Jiebo Luo, ``On Aesthetics and Emotions in Scene Images: A Computational Perspective,'' Scene Vision: Making Sense of What We See, K. Kveraga and M. Bar (eds.), MIT Press, pp. 241-272, Chapter 12, November 2014. (download) (g-scholar)
    34. 2013
  34. Neela Sawant, James Z. Wang and Jia Li, ``Enhancing Training Collections for Image Annotation: An Instance-Weighted Mixture Modeling Approach,'' IEEE Transactions on Image Processing, vol. 22, no. 9, pp. 3562-3577, 2013. (download) (g-scholar)
    35. 2012
  35. Jia Li, Lei Yao, Ella Hendriks and James Z. Wang, ``Rhythmic Brushstrokes Distinguish van Gogh from His Contemporaries: Findings via Automated Brushstroke Extraction,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 34, no. 6, pp. 1159-1176, 2012. [DOI: 10.1109/TPAMI.2011.203.] (download) (g-scholar)
  36. Lei Yao, Poonam Suryanarayan, Mu Qiao, James Z. Wang and Jia Li, ``OSCAR: On-Site Composition and Aesthetics Feedback through Exemplars for Photographers,'' International Journal of Computer Vision, vol. 96, no. 3, pp. 353-383, 2012. [DOI: 10.1007/s11263-011-0478-3] (download) (g-scholar)
  37. Xin Lu, Poonam Suryanarayan, Reginald B. Adams, Jr., Jia Li, Michelle G. Newman and James Z. Wang, ``On Shape and the Computability of Emotions,'' Proceedings of the ACM Multimedia Conference, pp. 229-238, Nara, Japan, ACM, October 2012. (download) (g-scholar)
  38. Qingyong Li, Weitao Lu, Jun Yang and James Z. Wang, ``Thin Cloud Detection of All-Sky Images Using Markov Random Fields,'' IEEE Geoscience and Remote Sensing Letters, vol. 9, no. 3, pp. 417-421, 2012. [10.1109/LGRS.2011.2170953] (download) (g-scholar)
    39. 2011
  39. Dhiraj Joshi, Ritendra Datta, Quang-Tuan Luong, Elena Fedorovskaya, James Z. Wang, Jia Li and Jiebo Luo, ``Aesthetics and Emotions in Images: A Computational Perspective,'' IEEE Signal Processing Magazine, vol. 28, no. 5, pp. 94-115, September 2011. (download) (g-scholar)
  40. Brian A. Canada, Georgia Thomas, Keith Cheng and James Z. Wang, ``SHIRAZ: An Automated Histology Image Annotation System for Zebrafish Phenomics,'' Multimedia Tools and Applications, Special Issue on Hot Research Topics in Multimedia, vol. 51, no. 2, pp. 401-440, 2011. [invited] (download) (g-scholar)
  41. Neela Sawant, Jia Li and James Z. Wang, ``Automatic Image Semantic Interpretation using Social Action and Tagging Data,'' Multimedia Tools and Applications, Special Issue on Survey Papers in Multimedia by World Experts, vol. 51, no. 1, pp. 213-246, 2011. [invited] (download) (g-scholar)
  42. Guifang Duan, Neela Sawant, James Z. Wang, Dean Snow, Danni Ai and Yen-Wei Chen, ``Analysis of Cypriot Icon Faces using ICA-Enhanced Active Shape Model Representation,'' Proceedings of the ACM Multimedia Conference, pp. 901-904, Scottsdale, Arizona, ACM, November 2011. (download) (g-scholar)
    43. 2010
  43. Jose A. Piedra-Fernandez, M. Canton-Garbin and James Z. Wang, ``Feature Selection in AVHRR Ocean Satellite Images by Means of Filter Methods,'' IEEE Transactions on Geoscience and Remote Sensing, vol. 48, no. 12, pp. 4193-4203, December 2010. (download) (g-scholar)
  44. Razvan Orendovici and James Z. Wang, ``Training Data Collection System for a Learning-based Photographic Aesthetic Quality Inference Engine,'' Proceedings of the ACM Multimedia Conference, Demonstration, pp. 1575-1578, Florence, Italy, ACM, October 2010. (download) (g-scholar)
  45. James Z. Wang, Weina Ge, Dean Snow, Prasenjit Mitra and C. Lee Giles, ``Determining the Sexual Identities of Prehistoric Cave Artists using Digitized Handprints -- A Machine Learning Approach,'' Proceedings of the ACM Multimedia Conference, pp. 1325-1332, Florence, Italy, ACM, October 2010. (download) (g-scholar)
  46. Neela Sawant, Ritendra Datta, Jia Li and James Z. Wang, ``Quest for Relevant Tags using Local Interaction Networks and Visual Content,'' Proceedings of the ACM International Conference on Multimedia Information Retrieval, Special Session on Statistical Modeling and Learning for Multimedia, pp. 231-240, Philadelphia, Pennsylvania, ACM, March 2010. (download) (g-scholar)
  47. Ritendra Datta and James Z. Wang, ``ACQUINE: Aesthetic Quality Inference Engine - Real-time Automatic Rating of Photo Aesthetics,'' Proceedings of the ACM International Conference on Multimedia Information Retrieval, Demonstration, pp. 421-424, Philadelphia, Pennsylvania, ACM, March 2010. (download) (g-scholar)
  48. James Z. Wang, Nozha Boujemaa, Nuria Oliver Ramirez and Apostol Natsev (eds.), Proceedings of the ACM International Conference on Multimedia Information Retrieval, Philadelphia, Pennsylvania, ACM, March 2010. (download) (g-scholar)
    49. 2009
  49. Ritendra Datta, Jia Li and James Z. Wang, ``Exploiting the Human-Machine Gap in Image Recognition for Designing CAPTCHAs,'' IEEE Transactions on Information Forensics and Security, vol. 4, no. 3, pp. 504-518, September 2009. [An abstract was published in Proc. ACM Multimedia, 2005] (download) (g-scholar)
  50. Xiaonan Lu, Saurabh Kataria, William J. Brouwer, James Z. Wang, Prasenjit Mitra and C. Lee Giles, ``Automated Analysis of Images in Documents for Intelligent Document Search,'' International Journal on Document Analysis and Recognition, vol. 12, no. 2, pp. 65-81, 2009. [An abstract was published in Proc. International Conference on Document Analysis and Recognition, 2007] (download) (g-scholar)
  51. Lei Yao, Jia Li and James Z. Wang, ``Characterizing Elegance of Curves Computationally for Distinguishing Morrisseau Paintings and the Imitations,'' Proceedings of the IEEE International Conference on Image Processing (ICIP), Special Session on Cultural Heritage, pp. 73-76, 2009. (download) (g-scholar)
    52. 2008
  52. Ritendra Datta, Dhiraj Joshi, Jia Li and James Z. Wang, ``Image Retrieval: Ideas, Influences, and Trends of the New Age,'' ACM Computing Surveys, vol. 40, no. 2, article 5, pp. 5:1-60, April 2008. [An abstract was published in Proc. ACM Multimedia Information Retrieval, 2005] (download) (g-scholar)
  53. Jia Li and James Z. Wang, ``Real-time Computerized Annotation of Pictures,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 30, no. 6, pp. 985-1002, 2008. [An abstract was published in Proc. ACM Multimedia, 2006] (download) (g-scholar)
  54. C. Richard Johnson, Jr., Ella Hendriks, Igor Berezhnoy, Eugene Brevdo, Shannon Hughes, Ingrid Daubechies, Jia Li, Eric Postma and James Z. Wang, ``Image Processing for Artist Identification - Computerized Analysis of Vincent van Gogh's Painting Brushstrokes,'' IEEE Signal Processing Magazine, Special Issue on Visual Cultural Heritage, vol. 25, no. 4, pp. 37-48, 2008. (download) (g-scholar)
  55. Nianhua Xie, Xi Li, Xiaoqin Zhang, Weiming Hu and James Z. Wang, ``Boosted Cannabis Image Recognition,'' Proceedings of the International Conference on Pattern Recognition, pp. 1-4, Tampa, Florida, December 2008. (download) (g-scholar)
  56. Brian A. Canada, Georgia K. Thomas, Keith C. Cheng, James Z. Wang and Yanxi Liu, ``Automatic Lattice Detection in Near-Regular Histology Array Images,'' Proceedings of the IEEE International Conference on Image Processing (ICIP), pp. 1452-1455, San Diego, California, IEEE, October 2008. (download) (g-scholar)
  57. Ritendra Datta, Jia Li and James Z. Wang, ``Algorithmic Inferencing of Aesthetics and Emotion in Natural Images: An Exposition,'' Proceedings of the IEEE International Conference on Image Processing (ICIP), Special Session on Image Aesthetics, Mood and Emotion, pp. 105-108, San Diego, California, IEEE, October 2008. [invited but peer-reviewed] (download) (g-scholar)
  58. Brian A. Canada, Georgia K. Thomas, Keith C. Cheng, James Z. Wang and Yanxi Liu, ``Towards Efficient Automated Characterization of Irregular Histology Images via Transformation to Frieze-Like Patterns,'' Proceedings of the ACM International Conference on Image and Video Retrieval, pp. 581-590, Niagara Falls, Canada, July 2008. (download) (g-scholar)
  59. Xiaonan Lu, Brewster Kahle, James Z. Wang and C. Lee Giles, ``A Metadata Generation System for Scanned Scientific Volumes,'' Proceedings of the ACM and IEEE Joint Conference on Digital Libraries, pp. 167-176, Pittsburgh, PA, ACM, June 2008. (download) (g-scholar)
  60. James Z. Wang, Donald Geman, Jiebo Luo and Robert M. Gray (eds.), IEEE Transactions on Pattern Analysis and Machine Intelligence - Special Section on Real-world Image Annotation and Retrieval, IEEE Computer Society, vol. 30, no. 11, November 2008. (download) (g-scholar)
  61. James Z. Wang, Donald Geman, Jiebo Luo and Robert M. Gray, ``Real-World Image Annotation and Retrieval: An Introduction to the Special Section,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, Special Section on Real-world Image Annotation and Retrieval, vol. 30, no. 11, pp. 1873-1876, November 2008. (download) (g-scholar)
    62. 2007
  62. Ritendra Datta, Weina Ge, Jia Li and James Z. Wang, ``Toward Bridging the Annotation-Retrieval Gap in Image Search,'' IEEE MultiMedia, vol. 14, no. 3, pp. 24-35, 2007. [An abstract was published in Proc. ACM Multimedia, 2006] (download) (g-scholar)
  63. Xiaonan Lu, James Z. Wang and C. Lee Giles, ``Intelligent Parsing of Scanned Volumes for Web Based Archives,'' Proceedings of the IEEE International Conference on Semantic Computing, pp. 559-566, Irvine, CA, October 2007. (download) (g-scholar)
  64. Ritendra Datta, Jia Li and James Z. Wang, ``Learning the Consensus on Visual Quality for Next-Generation Image Management,'' Proceedings of the ACM Multimedia Conference, pp. 533-536, ACM, Augsburg, Germany, September 2007. (download) (g-scholar)
  65. Ritendra Datta, Dhiraj Joshi, Jia Li and James Z. Wang, ``Tagging over Time: Real-world Image Annotation by Lightweight Meta-learning,'' Proceedings of the ACM Multimedia Conference, pp. 393-402, ACM, Augsburg, Germany, September 2007. (download) (g-scholar)
  66. Xiaonan Lu, James Z. Wang, Prasenjit Mitra and C. Lee Giles, ``Automatic Extraction of Data from 2-D Plots in Documents,'' Proceedings of the International Conference on Document Analysis and Recognition, pp. 188-192, Parana, Brazil, September 2007. (download) (g-scholar)
  67. Xiaonan Lu, James Z. Wang, Prasenjit Mitra and C. Lee Giles, ``Deriving Knowledge from Figures for Digital Libraries,'' Proceedings of the International World Wide Web Conference, pp. 1229-1230, Banff, Alberta, Canada, May 2007. (download) (g-scholar)
  68. James Z. Wang, Nozha Boujemaa, Alberto Del Bimbo and Jia Li (eds.), Proceedings of the 9th ACM SIGMM International Workshop on Multimedia Information Retrieval, Augsburg, Bavaria, Germany, ACM, September 2007. (download) (g-scholar)
  69. Brian A. Canada, Georgia K. Thomas, Keith C. Cheng and James Z. Wang, ``Automated Segmentation and Classification of Zebrafish Histology Images for High-Throughput Phenotyping,'' Proceedings of the Third IEEE-NIH Life Science Systems and Applications Workshop, pp. 245-248, Bethesda, MD, November 2007. (download) (g-scholar)
  70. James Z. Wang, Nozha Boujemaa and Yixin Chen, ``High Diversity Transforms Multimedia Information Retrieval into a Cross-Cutting Field,'' SIGMOD Record, vol. 36, no. 1, pp. 57-59, March 2007. (download) (g-scholar)
    71. 2006
  71. Ritendra Datta, Dhiraj Joshi, Jia Li and James Z. Wang, ``Studying Aesthetics in Photographic Images Using a Computational Approach,'' Lecture Notes in Computer Science, vol. 3953, Proceedings of the European Conference on Computer Vision, Part III, pp. 288-301, Graz, Austria, May 2006. (download) (g-scholar)
  72. Yixin Chen, Jinbo Bi and James Z. Wang, ``MILES: Multiple-Instance Learning via Embedded Instance Selection,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 28, no. 12, pp. 1931-1947, 2006. [An abstract was published in Proc. CVPR, 2005] (download) (g-scholar)
  73. Dhiraj Joshi, Jia Li and James Z. Wang, ``A Computationally Efficient Approach to the Estimation of Two- and Three-dimensional Hidden Markov Models,'' IEEE Transactions on Image Processing, vol. 15, no. 7, pp. 1871-1886, 2006. [Abstracts were published in Proc. ICIP, 2004, 2005] (download) (g-scholar)
  74. Dean R. Snow, Mark Gahegan, C. Lee Giles, Kenneth G. Hirth, George R. Milner, Prasenjit Mitra and James Z. Wang, ``Cybertools and Archaeology,'' Science, vol. 311, issue. 5763, pp. 958-959, February 17, 2006. (download) (g-scholar)
  75. James Z. Wang, Kurt Grieb, Ya Zhang, Ching-chih Chen, Yixin Chen and Jia Li, ``Machine Annotation and Retrieval for Digital Imagery of Historical Materials,'' International Journal on Digital Libraries, Special Issue on Multimedia Contents and Management in Digital Libraries, vol. 6, no. 1, pp. 18-29, Springer-Verlag, 2006. (download) (g-scholar)
  76. Dhiraj Joshi, James Z. Wang and Jia Li, ``The Story Picturing Engine - A System for Automatic Text Illustration,'' ACM Transactions on Multimedia Computing, Communications and Applications, vol. 2, no. 1, pp. 68-89, 2006. [An abstract was published in Proc. ACM MIR Workshop, 2004] (download) (g-scholar)
  77. Brian A. Canada, Keith C. Cheng and James Z. Wang, ``QCHARM: A Novel Computational and Scientific Visualization Framework for Facilitating Discovery and Improving Diagnostic Reliability in Medicine,'' Proceedings of the American Medical Informatics Association Annual Symposium, pp. 870, Washington, D.C., November 2006. (download) (g-scholar)
  78. Ritendra Datta, Weina Ge, Jia Li and James Z. Wang, ``Toward Bridging the Annotation-Retrieval Gap in Image Search by a Generative Modeling Approach,'' Proceedings of the ACM Multimedia Conference, pp. 977-986, ACM, Santa Barbara, CA, October 2006. (download) (g-scholar)
  79. Jia Li and James Z. Wang, ``Real-time Computerized Annotation of Pictures,'' Proceedings of the ACM Multimedia Conference, pp. 911-920, ACM, Santa Barbara, CA, October 2006. (download) (g-scholar)
  80. Dhiraj Joshi, Ritendra Datta, Ziming Zhuang, WP Weiss, Marc Friedenberg, James Z. Wang and Jia Li, ``PARAgrab: A Comprehensive Architecture for Web Image Management and Multimodal Querying,'' Proceedings of the International Conference on Very Large Data Bases, Demonstration, pp. 1163-1166, Seoul, Korea, September 2006. (download) (g-scholar)
  81. Xiaonan Lu, Prasenjit Mitra, James Z. Wang and C. Lee Giles, ``Automatic Categorization of Figures in Scientific Documents,'' Proceedings of the ACM and IEEE Joint Conference on Digital Libraries, pp. 129-138, Chapel Hill, NC, ACM, June 2006. (download) (g-scholar)
  82. James Z. Wang, Nozha Boujemaa and Yixin Chen (eds.), Proceedings of the 8th ACM SIGMM International Workshop on Multimedia Information Retrieval, Santa Barbara, California, ACM, October 2006. (download) (g-scholar)
  83. Anuj R. Jaiswal, C. Lee Giles, Prasenjit Mitra and James Z. Wang, ``An Architecture for Creating Collaborative Semantically Capable Scientific Data Sharing Infrastructures,'' Proceedings of the 8th ACM International Workshop on Web Information and Data Management, in conjunction with ACM International Conference on Information and Knowledge Management, pp. 75-82, Arlington, VA, ACM, November 2006. (download) (g-scholar)
  84. James Z. Wang, Nozha Boujemaa, Alberto Del Bimbo, Donald Geman, Alex Hauptmann and Jelena Tesic, ``Diversity in Multimedia Information Retrieval Research,'' Proceedings of the 8th ACM International Workshop on Multimedia Information Retrieval, in conjunction with ACM International Conference on Multimedia, pp. 5-12, Santa Barbara, CA, ACM, October 2006. (download) (g-scholar)
  85. Dhiraj Joshi, Jia Li and James Z. Wang, ``A Stochastic Modeling Approach to 3-D Image Modeling,'' Proceedings of the IEEE/NLM Life Science Systems and Application Workshop, pp. 120-121, IEEE, Bethesda, MD, July 2006. (download) (g-scholar)
    86. 2005
  86. Yixin Chen, James Z. Wang and Robert Krovetz, ``CLUE: Cluster-based Retrieval of Images by Unsupervised Learning,'' IEEE Transactions on Image Processing, vol. 14, no. 8, pp. 1187-1201, 2005. [An abstract was published in Proc. IEEE International Symposium on Signal Processing and its Applications, 2003] (download) (g-scholar)
  87. Ching-chih Chen, Howard Wactlar, James Z. Wang and Kevin Kiernan, ``Digital Imagery for Significant Cultural and Historical Materials,'' International Journal on Digital Libraries, Special Issue: Towards the New Generation Digital Libraries: Recommendations of the US-NSF/EU-DELOS Working Groups, vol. 5, no. 4, pp. 275-286, 2005. (download) (g-scholar)
  88. Ritendra Datta, Jia Li and James Z. Wang, ``IMAGINATION: A Robust Image-based CAPTCHA Generation System,'' Proceedings of the ACM Multimedia Conference, pp. 331-334, Singapore, ACM, November 2005. (download) (g-scholar)
  89. Dhiraj Joshi, Jia Li and James Z. Wang, ``Parameter Estimation of Multi-Dimensional Hidden Markov Models - A Scalable Approach,'' Proceedings of the IEEE International Conference on Image Processing (ICIP), Genova, Italy, vol. 3, pp. 149-152, IEEE, September 2005. (download) (g-scholar)
  90. Jia Li and James Z. Wang, ``The Automatic Linguistic Indexing of Pictures System,'' Proceedings of the International Conference on Computer Vision and Pattern Recognition, Demonstration, vol. II, pp. 1208-1209, San Diego, CA, IEEE, June 2005. (download) (g-scholar)
  91. Jinbo Bi, Yixin Chen and James Z. Wang, ``A Sparse Support Vector Machine Approach to Region-Based Image Categorization,'' Proceedings of the International Conference on Computer Vision and Pattern Recognition, vol. I, pp. 1121-1128, San Diego, CA, IEEE, June 2005. (download) (g-scholar)
  92. Ritendra Datta, Jia Li and James Z. Wang, ``Content-Based Image Retrieval - Approaches and Trends of the New Age,'' Proceedings of the 7th ACM International Workshop on Multimedia Information Retrieval, in conjunction with ACM International Conference on Multimedia, pp. 253-262, Singapore, ACM, November 2005. (download) (g-scholar)
  93. Xiaonan Lu, Jia Li and James Z. Wang, ``Learning Representative Objects from Images Using Quadratic Optimization,'' Proceedings of the Second International Conference on Machine Intelligence, co-located with the UN World Summit on the Information Society, invited for a special session, pp. 730-737, Tozeur, Tunisia, ACIDCA, November 2005. [invited] (download) (g-scholar)
  94. Ashish Parulekar, Ritendra Datta, Jia Li and James Z. Wang, ``Large-scale Satellite Image Browsing using Automatic Semantic Categorization and Content-based Retrieval,'' Proceedings of the IEEE International Workshop on Semantic Knowledge in Computer Vision, in conjunction with IEEE International Conference on Computer Vision, 8 pages, abstract on pp. 1873 of Proc. ICCV Workshops, Beijing, China, IEEE, October 2005. (download) (g-scholar)
  95. David L. Hall, M.D. McNeese, Eileen Rotthoff, Tim Shaw and James Z. Wang, ``Improving the Fusion Process Using Semantic Level Whole-Brain Analysis,'' Proceedings of the MSS National Symposium on Sensors and Data Fusion, 7 pages, Monterey, CA, May 2005. (download) (g-scholar)
  96. Dhiraj Joshi and James Z. Wang, ``Multimedia Systems and Content-Based Image Retrieval, A Book Review,'' Information Processing and Management, vol. 41, no. 2, pp. 407-408, 2005. [invited] (download) (g-scholar)
    97. 2004
  97. Yixin Chen and James Z. Wang, ``Image Categorization by Learning and Reasoning with Regions,'' Journal of Machine Learning Research, vol. 5, 913-939, August 2004. (download) (g-scholar)
  98. Jia Li and James Z. Wang, ``Studying Digital Imagery of Ancient Paintings by Mixtures of Stochastic Models,'' IEEE Transactions on Image Processing, vol. 13, no. 3, pp. 340-353, 2004. (download) (g-scholar)
  99. Jia Li, Dhiraj Joshi and James Z. Wang, ``Stochastic Modeling of Volume Images with a 3-D Hidden Markov Model,'' Proceedings of the IEEE International Conference on Image Processing (ICIP), pp. 2359-2362, IEEE, Singapore, October 2004. (download) (g-scholar)
  100. Ya Zhang, Hongyuan Zha, James Z. Wang and Chao-Hsien Chu, ``Gene Co-regulation vs. Co-expression,'' Poster Proceedings of the International Conference on Research in Computational Molecular Biology (RECOMB), pp. 232-233, San Diego, CA, March 2004. (download) (g-scholar)
  101. Ya Zhang, Hongyuan Zha, James Z. Wang and Chao-Hsien Chu, ``Clustering of Time-Course Gene Expression Data,'' Poster Proceedings of the International Conference on Research in Computational Molecular Biology (RECOMB), pp. 240-241, San Diego, CA, March 2004. (download) (g-scholar)
  102. Yixin Chen, Jia Li and James Z. Wang, Machine Learning and Statistical Modeling Approaches to Image Retrieval, monograph, Kluwer Academic Publishers, 200 pages, Dordrecht, June 2004. (download) (g-scholar)
  103. Dhiraj Joshi, James Z. Wang and Jia Li, ``The Story Picturing Engine: Finding Elite Images to Illustrate a Story Using Mutual Reinforcement,'' Proceedings of the 6th ACM International Workshop on Multimedia Information Retrieval, in conjunction with ACM Multimedia, pp. 119-126, New York, NY, ACM, October 2004. (download) (g-scholar)
    104. 2003
  104. Jia Li and James Z. Wang, ``Automatic Linguistic Indexing of Pictures by a Statistical Modeling Approach,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 25, no. 9, pp. 1075-1088, 2003. [An abstract was published in Proc. ACM Multimedia, 2002] (download) (g-scholar)
  105. Yixin Chen and James Z. Wang, ``Support Vector Learning for Fuzzy Rule-Based Classification Systems,'' IEEE Transactions on Fuzzy Systems, vol. 11, no. 6, pp. 716-728, 2003. [An abstract was published in Proceedings of the IEEE Fuzzy Systems, 2003] (download) (g-scholar)
  106. James Z. Wang, Jia Li and Sui Ching Lin, ``Evaluation Strategies for Automatic Linguistic Indexing of Pictures,'' Proceedings of the IEEE International Conference on Image Processing (ICIP), vol. 3, pp. 617-620, Barcelona, Spain, IEEE, September 2003. [invited but peer-reviewed] (download) (g-scholar)
  107. Yixin Chen, James Z. Wang and Robert Krovetz, ``An Unsupervised Learning Approach to Content-Based Image Retrieval,'' Proceedings of the IEEE International Symposium on Signal Processing and its Applications, vol. 1, pp. 197-200, Paris, France, July 2003. [invited but peer-reviewed] (download) (g-scholar)
  108. Yixin Chen and James Z. Wang, ``Kernel Machines and Additive Fuzzy Systems: Classification and Function Approximation,'' Proceedings of the IEEE International Conference on Fuzzy Systems, pp. 789-795, St. Louis, MO, 2003. (download) (g-scholar)
  109. Yixin Chen and James Z. Wang, ``Looking Beyond Region Boundaries: A Robust Image Similarity Measure Using Fuzzified Region Features,'' Proceedings of the IEEE International Conference on Fuzzy Systems, pp. 1165-1170, St. Louis, MO, 2003. [invited but peer-reviewed] (download) (g-scholar)
  110. Eren Manavoglu, C. Lee Giles, Amanda Spink and James Z. Wang, ``User Modeling Techniques and Applications,'' The Power of One - Gaining Business Value from Personalization Technologies, N. Pal, A. Rangaswamy (eds.), Trafford Publishing and eBRC Press, pp. 183-197, Chapter 9, November 2003. (download) (g-scholar)
  111. Yixin Chen, James Z. Wang and Robert Krovetz, ``Content-Based Image Retrieval by Clustering,'' Proceedings of the 5th ACM International Workshop on Multimedia Information Retrieval, in conjunction with ACM Multimedia, pp. 193-200, Berkeley, CA, ACM, November 2003. (download) (g-scholar)
  112. James Z. Wang, Jia Li and Ching-chih Chen, ``Machine Annotation for Digital Imagery of Historical Materials Using the ALIP System,'' Proceedings of the DELOS-NSF Workshop on Multimedia in Digital Libraries, 5 pages, Crete, Greece, 2003. In e-proceedings. [invited] (download) (g-scholar)
    113. 2002
  113. Yixin Chen and James Z. Wang, ``A Region-Based Fuzzy Feature Matching Approach to Content-Based Image Retrieval,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 24, no. 9, pp. 1252-1267, 2002. [An abstract was published in Proc. ACM Multimedia, 2001] (download) (g-scholar)
  114. Eldar Giladi, Michael G. Walker, James Z. Wang and Wayne Volkmuth, ``SST: An Algorithm for Finding Near-Exact Sequence Matches in Time Proportional to the Logarithm of the Database Size,'' Bioinformatics, vol. 18, no. 6, pp. 873-879, 2002. [An abstract was published in RECOMB 2000] (download) (g-scholar)
  115. James Z. Wang and Jia Li, ``Learning-Based Linguistic Indexing of Pictures with 2-D MHMMs,'' Proceedings of the ACM Multimedia Conference, pp. 436-445, Juan Les Pins, France, ACM, December 2002. (download) (g-scholar)
  116. Ya Zhang and James Z. Wang, ``Progressive Display of Very High Resolution Images Using Wavelets,'' Journal of the American Medical Informatics Association, Proceedings of the AMIA Annual Symposium, vol. 2002 symposium suppl., pp. 944-948, San Antonio, TX, November 2002. [Selected to present at the plenary session at the AMIA Annual Symposium and nominated for the Best Paper Award] (download) (g-scholar)
  117. Ching-chih Chen and James Z. Wang, ``Large-Scale Emperor Digital Library and Semantics-Sensitive Region-Based Retrieval,'' Proceedings of the International Conference on Digital Library -- IT Opportunities and Challenges in the New Millennium, pp. 454-462, Beijing, China, July 9-11, 2002. (download) (g-scholar)
  118. James Z. Wang, Jia Li and Ching-chih Chen, ``Interdisciplinary Research to Advance Digital Imagery Indexing and Retrieval Technologies for Asian Art and Cultural Heritages,'' Proceedings of the 4th ACM International Workshop on Multimedia Information Retrieval, in conjunction with ACM Multimedia, 6 pages, Juan Les Pins, France, ACM, December 2002. [invited] (download) (g-scholar)
  119. James Z. Wang and Jia Li, ``Mining Digital Imagery Data for Automatic Linguistic Indexing of Pictures,'' Proceedings of the NSF Workshop on Next Generation Data Mining, pp. 69-76, Baltimore, MD, November 2002. (download) (g-scholar)
  120. DELOS-NSF Working Group, ``Research on Digital Imagery for Significant Cultural and Historical Materials,'' DELOS-NSF Working Group Reports, 19 pages, Boston, MA, December 2002. (download) (g-scholar)
    121. 2001
  121. James Z. Wang, Jia Li and Gio Wiederhold, ``SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture Libraries,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 23, no. 9, pp. 947-963, 2001. [An abstract was published in D-LIB, 1999] (download) (g-scholar)
  122. James Z. Wang, ``Wavelets and Imaging Informatics,'' Journal of Biomedical Informatics, (formerly Computers and Biomedical Research), vol. 34, no. 2, pp. 129-141, 2001. (download) (g-scholar)
  123. James Z. Wang, Jia Li, Robert M. Gray and Gio Wiederhold, ``Unsupervised Multiresolution Segmentation for Images with Low Depth of Field,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 23, no. 1, pp. 85-90, 2001. [An abstract was published in Proc. IEEE ICIAP, 1999] (download) (g-scholar)
  124. Yanping Du and James Z. Wang ``A Scalable Integrated Region-Based Image Retrieval System,'' Proceedings of the IEEE International Conference on Image Processing (ICIP), Thessaloniki, Greece, pp. 22-25, IEEE, October 2001. (download) (g-scholar)
  125. Yixin Chen, James Z. Wang and Jia Li, ``FIRM: Fuzzily Integrated Region Matching for Content-Based Image Retrieval,'' Proceedings of the ACM Multimedia Conference, pp. 543-545, Ottawa, Canada, ACM, September 2001. (download) (g-scholar)
  126. James Z. Wang, ``Security Filtering of Medical Images Using OCR,'' Digital Libraries: Advanced Methods and Technologies, Digital Collections, Proceedings of the Third All-Russian Scientific Conference, pp. 118-122, Petrozavodsk, Russia, September 2001. (download) (g-scholar)
  127. James Z. Wang and Yanping Du, ``RF*IPF: A Weighting Scheme for Multimedia Information Retrieval,'' Proceedings of the IEEE International Conference on Image Analysis and Processing (ICIAP), pp. 380-385, Palermo, Italy, IEEE, 2001. (download) (g-scholar)
  128. James Z. Wang and Yanping Du, ``Scalable Integrated Region-Based Image Retrieval Using IRM and Statistical Clustering,'' Proceedings of the ACM and IEEE Joint Conference on Digital Libraries, pp. 268-277, Roanoke, VA, ACM, June 2001. (download) (g-scholar)
  129. James Z. Wang, Integrated Region-Based Image Retrieval, monograph, Kluwer Academic Publishers, 190 pages, Dordrecht, 2001. (download) (g-scholar)
  130. Yixin Chen and James Z. Wang, ``Looking Beyond Region Boundaries: Region-Based Image Retrieval Using Fuzzy Feature Matching,'' Proceedings of the Multimedia Content-Based Indexing and Retrieval Workshop, INRIA Rocquencourt, France, pp. 37-40, September 2001. (download) (g-scholar)
  131. James Z. Wang, ``Advanced Techniques for Automatic Web Filtering,'' Testimony at the National Academies Committee to Study Tools and Strategies for Protecting Children from Pornography on the Internet and Their Applicability to Other Inappropriate Internet Content, National Research Council, Redwood City, CA, March 2001. (download) (g-scholar)
    132. 2000
  132. James Z. Wang, Jia Li and Gio Wiederhold, ``SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture Libraries,'' Lecture Notes in Computer Science, Advances in visual information systems, Lyon, France, Robert Laurini (ed.), vol. 1929, pp. 360-371, Springer-Verlag, November 2000. [Long version of this paper is published in IEEE Trans. PAMI.] (download) (g-scholar)
  133. James Z. Wang, ``Pathfinder: Multiresolution Region-Based Searching of Pathology Images Using IRM,'' Journal of the American Medical Informatics Association, Proceedings of the AMIA Annual Symposium, vol. 2000 symposium suppl., pp. 883-887, Los Angeles, CA, November 2000. [Nominated for the Best Paper Award at the AMIA Annual Symposium] (download) (g-scholar)
  134. James Z. Wang, ``SIMPLIcity: A Region-Based Image Retrieval System for Picture Libraries and Biomedical Image Databases,'' Proceedings of the ACM Multimedia Conference, pp. 483-484, Los Angeles, CA, ACM, October 2000. (download) (g-scholar)
  135. James Z. Wang, ``Region-Based Retrieval of Biomedical Images,'' Proceedings of the ACM Multimedia Conference, pp. 511-512, Los Angeles, CA, ACM, October 2000. (download) (g-scholar)
  136. Jia Li, James Z. Wang and Gio Wiederhold, ``IRM: Integrated Region Matching for Image Retrieval,'' Proceedings of the ACM Multimedia Conference, pp. 147-156, Los Angeles, CA, ACM, October 2000. (download) (g-scholar)
  137. Jia Li, James Z. Wang and Gio Wiederhold, ``Classification of Textured and Non-Textured Images Using Region Segmentation,'' Proceedings of the IEEE International Conference on Image Processing (ICIP), Vancouver, BC, Canada, pp. 754-757, IEEE, September 2000. (download) (g-scholar)
  138. Eldar Giladi, Michael G. Walker, James Z. Wang and Wayne Volkmuth, ``SST: An Algorithm for Searching Sequence Databases in Time Proportional to the Logarithm of the Database Size,'' Currents in Computational Molecular Biology, Poster Proceedings of the International Conference on Research in Computational Molecular Biology (RECOMB), Frontiers Science Series no. 30, S. Miyano, R. Shamir, T. Takagi (eds.), Universal Academy Press, Inc., Tokyo, Japan, April 2000. (download) (g-scholar)
  139. Gio Wiederhold and James Z. Wang, ``Testimony Prepared for the COPA (Child Online Protection Act, U.S. Congress TITLE XIV, Oct 1998) Commission,'' US Congress Report, Washington, D.C., August 2000. (download) (g-scholar)
  140. James Z. Wang, Semantics-Sensitive Integrated Matching for Picture Libraries and Biomedical Image Databases, Stanford University Ph.D. Thesis, UMI Publisher, 221 pages, August 2000. [Thesis. Copyright held by the author.] (download) (g-scholar)
  141. Gio Wiederhold, Michel Bilello and James Z. Wang, ``Security Mediation to Protect Healthcare Information Privacy in Collaborative Settings,'' NSF DLI 2 All-Projects Meeting, Stratford-upon-Avon, Warwickshire, UK, June 2000. (g-scholar)
  142. James Z. Wang, ``Security for Medical Image Databases,'' Computer Security Workshop, Palo Alto, CA, March 2000. (g-scholar)
    143. 1999
  143. James Z. Wang, Jia Li, Desmond Chan and Gio Wiederhold, ``Semantics-Sensitive Retrieval for Digital Picture Libraries,'' D-LIB Magazine, vol. 5, no. 11, DOI: 10.1045/november 99-wang, CNRI, November 1999. http://www.dlib.org [Invited but peer-reviewed. Copyright held by authors.] (download) (g-scholar)
  144. James Z. Wang, John Nguyen, Kin-Koi Lo, Christine Law and Donald Regula, ``Multiresolution Browsing of Pathology Images Using Wavelets,'' Journal of the American Medical Informatics Association, Proceedings of the AMIA Annual Symposium, vol. 1999 symposium suppl., pp. 340-344, Washington, D.C., November 1999. (download) (g-scholar)
  145. Jia Li, James Z. Wang, Robert M.Gray and Gio Wiederhold, ``Multiresolution Object-of-Interest Detection for Images with Low Depth of Field,'' Proceedings of the IEEE International Conference on Image Analysis and Processing (ICIAP), pp. 32-37, Venice, Italy, IEEE, 1999. (download) (g-scholar)
  146. Edward Chang, Chen Li, James Z. Wang, Peter Mork and Gio Wiederhold, ``Searching Near-Replicas of Images Via Clustering,'' Proceedings of SPIE, vol. 3846, pp. 281-292, Boston, MA, September 1999. (download) (g-scholar)
    147. 1998
  147. James Z. Wang, Gio Wiederhold, Oscar Firschein and Sha Xin Wei, ``Content-Based Image Indexing and Searching Using Daubechies' Wavelets,'' International Journal on Digital Libraries, vol. 1, no. 4, pp. 311-328, Springer-Verlag, 1998. [An abstract was presented in ADL 1997 and was selected as one of the best papers] (download) (g-scholar)
  148. James Z. Wang, Jia Li, Gio Wiederhold and Oscar Firschein, ``System for Screening Objectionable Images,'' Computer Communications, vol. 21, no. 15, pp. 1355-1360, Elsevier, 1998. [An abstract was presented in IDMS 1997 and was selected as one of the best papers] (download) (g-scholar)
  149. James Z. Wang and Gio Wiederhold, ``WaveMark: Digital Image Watermarking Using Daubechies' Wavelets and Error Correcting Coding,'' Proceedings of SPIE, vol. 3528, pp. 432-439, Boston, MA, November 1998. (download) (g-scholar)
  150. Edward Chang, James Z. Wang, Chen Li and Gio Wiederhold, ``RIME: A Replicated Image Detector for the World-Wide Web,'' Proceedings of SPIE, vol. 3527, pp. 58-67, Boston, MA, November 1998. (download) (g-scholar)
  151. James Z. Wang and Gio Wiederhold, ``System for Efficient and Secure Distribution of Medical Images on the Internet,'' Journal of the American Medical Informatics Association, Proceedings of the AMIA Annual Symposium, vol. 1998 symposium suppl., pp. 907-911, Orlando, FL, November 1998. (download) (g-scholar)
  152. James Z. Wang, Jia Li, Gio Wiederhold and Oscar Firschein, ``Classifying Objectionable Websites Based on Image Content,'' Lecture Notes in Computer Science, Interactive distributed multimedia systems and telecommunication services, Oslo, Norway, Thomas Plagemann and Vera Goebel (eds.), vol. 1483, pp. 113-124, Springer-Verlag, September 1998. (download) (g-scholar)
  153. James Z. Wang, Gio Wiederhold and Jia Li, ``Wavelet-Based Progressive Transmission and Security Filtering for Medical Image Distribution,'' Medical Image Databases, S. Wong (ed.), Kluwer International Series in Engineering and Computer Science, Secs 465, pp. 303-324, Chapter 12, Kluwer, Dordrecht, 1998. (download) (g-scholar)
  154. James Z. Wang and Martin A. Fischler, ``Visual Similarity, Judgmental Certainty and Stereo Correspondence,'' Proceedings of the DARPA Image Understanding Workshop, George Lukes, (ed.), vol. 2, pp. 1237-1248, Monterey, CA, Morgan Kaufmann Publishers, November 1998. (download) (g-scholar)
    155. 1997
  155. James Z. Wang, Michel Bilello and Gio Wiederhold, ``A Textual Information Detection and Elimination System for Secure Medical Image Distribution,'' Journal of the American Medical Informatics Association, Proceedings of the AMIA Annual Symposium, vol. 1997 symposium suppl., pp. 896, Nashville, TN, October 1997. (download) (g-scholar)
  156. James Z. Wang, Gio Wiederhold and Oscar Firschein, ``System for Screening Objectionable Images Using Daubechies' Wavelets and Color Histograms,'' Lecture Notes in Computer Science, Interactive distributed multimedia systems and telecommunication services, Darmstadt, Germany, Ralf Steinmetz and Lars C. Wolf (eds.), vol. 1309, pp. 20-30, Springer-Verlag, September 1997. (download) (g-scholar)
  157. James Z. Wang, Gio Wiederhold, Oscar Firschein and Sha Xin Wei, ``Wavelet-Based Image Indexing Techniques With Partial Sketch Retrieval Capability,'' Proceedings of the IEEE Forum on Research and Technology Advances in Digital Libraries (ADL'97), pp. 13-24, Washington, D.C., IEEE, May 1997. (download) (g-scholar)
    158. 1994
  158. James Z. Wang, Ray Neff and Mario Enrico, ``Imaging of Cell Structure in Flexible Polyurethane Foam,'' Proceedings of the NSF Center for Interfacial Engineering Annual Conference, Minneapolis, MN, September 1994. (g-scholar)
  159. James Z. Wang, Analytic Number Theory, Complex Variable, and Supercomputers, Summa Cum Laude Honor Thesis, University of Minnesota, Twin Cities, MN, August 1994. (download) (g-scholar)
    160. 1993
  160. James Z. Wang, ``Projects of the 1993 Summer Institute of the Army High Performance Computing Research Center, (scientific video tape),'' US Army High Performance Computing Conference, Washington, D.C., September 1993. (g-scholar)

Publications Sorted by Topic

A. Image Tagging and Classification
B. Modeling of Aesthetics and Emotions
C. Image Retrieval
D. Image Categorization and Clustering
 E. Weather and Remote Sensing
F. Biomedical and Imaging Informatics
G. Art and Cultural Imaging
H. Story Picturing Engine
 I. Image Security and Filtering
J. Document and Information Retrieval
K. Computational Number Theory
L. Misc
    A. Image Tagging and Classification
  1. Jianbo Ye, Panruo Wu, James Z. Wang and Jia Li, ``Fast Discrete Distribution Clustering Using Wasserstein Barycenter with Sparse Support,'' IEEE Transactions on Signal Processing, vol. 65, no. 9, pp. 2317-2332, 2017. [A version was posted in Sep 2015 at http://arxiv.org/abs/1510.00012] (download) (g-scholar)
  2. Jianbo Ye, James Z. Wang and Jia Li, ``A Simulated Annealing Based Inexact Oracle for Wasserstein Loss Minimization,'' Proceedings of the International Conference on Machine Learning, 12 pages, Sydney, Australia, August 2017. (download) (g-scholar)
  3. Yu Zhang, James Z. Wang and Jia Li, ``Parallel Massive Clustering of Discrete Distributions,'' ACM Transactions on Multimedia Computing, Communications and Applications, vol. 11, no. 4, article 49, pp. 49:1-24 and appendix:1-6, April 2015. [A version was posted in Feb 2013 at http://arxiv.org/abs/1302.0435] (download) (g-scholar)
  4. Neela Sawant, James Z. Wang and Jia Li, ``Enhancing Training Collections for Image Annotation: An Instance-Weighted Mixture Modeling Approach,'' IEEE Transactions on Image Processing, vol. 22, no. 9, pp. 3562-3577, 2013. (download) (g-scholar)
  5. Neela Sawant, Jia Li and James Z. Wang, ``Automatic Image Semantic Interpretation using Social Action and Tagging Data,'' Multimedia Tools and Applications, Special Issue on Survey Papers in Multimedia by World Experts, vol. 51, no. 1, pp. 213-246, 2011. [invited] (download) (g-scholar)
  6. Neela Sawant, Ritendra Datta, Jia Li and James Z. Wang, ``Quest for Relevant Tags using Local Interaction Networks and Visual Content,'' Proceedings of the ACM International Conference on Multimedia Information Retrieval, Special Session on Statistical Modeling and Learning for Multimedia, pp. 231-240, Philadelphia, Pennsylvania, ACM, March 2010. (download) (g-scholar)
  7. Jia Li and James Z. Wang, ``Real-time Computerized Annotation of Pictures,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 30, no. 6, pp. 985-1002, 2008. [An abstract was published in Proc. ACM Multimedia, 2006] (download) (g-scholar)
  8. Ritendra Datta, Dhiraj Joshi, Jia Li and James Z. Wang, ``Tagging over Time: Real-world Image Annotation by Lightweight Meta-learning,'' Proceedings of the ACM Multimedia Conference, pp. 393-402, ACM, Augsburg, Germany, September 2007. (download) (g-scholar)
  9. Jia Li and James Z. Wang, ``Real-time Computerized Annotation of Pictures,'' Proceedings of the ACM Multimedia Conference, pp. 911-920, ACM, Santa Barbara, CA, October 2006. (download) (g-scholar)
  10. Jia Li and James Z. Wang, ``The Automatic Linguistic Indexing of Pictures System,'' Proceedings of the International Conference on Computer Vision and Pattern Recognition, Demonstration, vol. II, pp. 1208-1209, San Diego, CA, IEEE, June 2005. (download) (g-scholar)
  11. Yixin Chen, Jia Li and James Z. Wang, Machine Learning and Statistical Modeling Approaches to Image Retrieval, monograph, Kluwer Academic Publishers, 200 pages, Dordrecht, June 2004. (download) (g-scholar)
  12. Jia Li and James Z. Wang, ``Automatic Linguistic Indexing of Pictures by a Statistical Modeling Approach,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 25, no. 9, pp. 1075-1088, 2003. [An abstract was published in Proc. ACM Multimedia, 2002] (download) (g-scholar)
  13. James Z. Wang, Jia Li and Sui Ching Lin, ``Evaluation Strategies for Automatic Linguistic Indexing of Pictures,'' Proceedings of the IEEE International Conference on Image Processing (ICIP), vol. 3, pp. 617-620, Barcelona, Spain, IEEE, September 2003. [invited but peer-reviewed] (download) (g-scholar)
  14. James Z. Wang and Jia Li, ``Learning-Based Linguistic Indexing of Pictures with 2-D MHMMs,'' Proceedings of the ACM Multimedia Conference, pp. 436-445, Juan Les Pins, France, ACM, December 2002. (download) (g-scholar)
  15. James Z. Wang, Jia Li, Robert M. Gray and Gio Wiederhold, ``Unsupervised Multiresolution Segmentation for Images with Low Depth of Field,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 23, no. 1, pp. 85-90, 2001. [An abstract was published in Proc. IEEE ICIAP, 1999] (download) (g-scholar)
  16. Jia Li, James Z. Wang and Gio Wiederhold, ``Classification of Textured and Non-Textured Images Using Region Segmentation,'' Proceedings of the IEEE International Conference on Image Processing (ICIP), Vancouver, BC, Canada, pp. 754-757, IEEE, September 2000. (download) (g-scholar)
  17. Jia Li, James Z. Wang, Robert M.Gray and Gio Wiederhold, ``Multiresolution Object-of-Interest Detection for Images with Low Depth of Field,'' Proceedings of the IEEE International Conference on Image Analysis and Processing (ICIAP), pp. 32-37, Venice, Italy, IEEE, 1999. (download) (g-scholar)
  18. James Z. Wang and Martin A. Fischler, ``Visual Similarity, Judgmental Certainty and Stereo Correspondence,'' Proceedings of the DARPA Image Understanding Workshop, George Lukes, (ed.), vol. 2, pp. 1237-1248, Monterey, CA, Morgan Kaufmann Publishers, November 1998. (download) (g-scholar)
    19. B. Modeling of Aesthetics and Emotions
  19. Jianbo Ye, Jia Li, Michelle G. Newman, Reginald B. Adams, Jr. and James Z. Wang, ``Probabilistic Multigraph Modeling for Improving the Quality of Crowdsourced Affective Data,'' IEEE Transactions on Affective Computing, vol. , no. , 14 pages, 2017. [A version was posted in January 2017 at http://arxiv.org/abs/1701.01096] (download) (g-scholar)
  20. Siqiong He, Zihan Zhou, Farshid Farhat and James Z. Wang, ``Discovering Triangles in Portraits for Supporting Photographic Creation,'' IEEE Transactions on Multimedia, vol. 19, no. , 13 pages, 2017, accepted. [A version was posted in May 2016 at http://arxiv.org/abs/1605.09559] (download) (g-scholar)
  21. Zihan Zhou, Farshid Farhat and James Z. Wang, ``Detecting Dominant Vanishing Points in Natural Scenes with Application to Composition-Sensitive Image Retrieval,'' IEEE Transactions on Multimedia, vol. 19, no. , 15 pages, 2017. (download) (g-scholar)
  22. Feng Xu, Junping Zhang and James Z. Wang, ``Microexpression Identification and Categorization using a Facial Dynamics Map,'' IEEE Transactions on Affective Computing, vol. 8, no. 2, pp. 254-267, 2017. (download) (g-scholar)
  23. Xin Lu, Reginald B. Adams, Jr., Jia Li, Michelle G. Newman and James Z. Wang, ``An Investigation into Three Visual Characteristics of Complex Scenes that Evoke Human Emotion,'' Proceedings of the International Conference on Affective Computing and Intelligent Interaction, pp. -, San Antonio, Texas, October 2017. (download) (g-scholar)
  24. Baris Kandemir, Zihan Zhou, Jia Li and James Z. Wang, ``Beyond Saliency: Assessing Visual Balance with High-level Cues,'' Proceedings of the Engagement Workshop, in conjunction with the ACM Multimedia Conference, pp. - , Mountain View, California, October 2017. (download) (g-scholar)
  25. Farshid Farhat, Mohammad M. Kamani, Sahil Mishra and James Z. Wang, ``Intelligent Portrait Composition Assistance - Integrating Deep-learned Models and Photography Idea Retrieval,'' Proceedings of the Engagement Workshop, in conjunction with the ACM Multimedia Conference, pp. -, Mountain View, California, October 2017. (download) (g-scholar)
  26. Ye Zhou, Xin Lu, Junping Zhang and James Z. Wang, ``Joint Image and Text Representation for Aesthetics Analysis,'' Proceedings of the ACM Multimedia Conference, pp. 262-266, Amsterdam, The Netherlands, ACM, October 2016. (download) (g-scholar)
  27. Xin Lu, Zhe Lin, Hailin Jin, Jianchao Yang and James Z. Wang, ``Rating Pictorial Aesthetics using Deep Learning,'' IEEE Transactions on Multimedia, vol. 17, no. 11, pp, 2021-2034, 2015. (download) (g-scholar)
  28. Xin Lu, Zhe Lin, Xiaohui Shen, Radomir Mech and James Z. Wang, ``Deep Multi-Patch Aggregation Network for Image Style, Aesthetics, and Quality Estimation,'' Proceedings of the International Conference on Computer Vision, pp. 990-998, Santiago, Chile, IEEE, 2015. (download) (g-scholar)
  29. Zihan Zhou, Siqiong He, Jia Li and James Z. Wang, ``Modeling Perspective Effects in Photographic Composition,'' Proceedings of the ACM Multimedia Conference, pp. 301-310, Brisbane, Australia, ACM, October 2015. (download) (g-scholar)
  30. Jia Li, Lei Yao and James Z. Wang, ``Photo Composition Feedback and Enhancement --- Exploiting Spatial Design Categories and the Notan Dark-Light Principle,'' Mobile Cloud Visual Media Computing, G. Hua and X.-S. Hua (eds.), Springer Int. Publ. Switzerland, Chapter 5, pp. 113-144, 2015. (download) (g-scholar)
  31. Hanjoo Kim, Xin Lu, Michael Costa, Baris Kandemir, Reginald B. Adams, Jr., Jia Li, James Z. Wang and Michelle G. Newman, ``Development and Validation of the Image Stimuli for Emotion Elicitation (ISEE),'' Association for Psychological Science Annual Convention, poster, New York City, May 2015. (download) (g-scholar)
  32. Xin Lu, Zhe Lin, Hailin Jin, Jianchao Yang and James Z. Wang, ``RAPID: Rating Pictorial Aesthetics using Deep Learning,'' Proceedings of the ACM Multimedia Conference, pp. 457-466, Orlando, Florida, ACM, November 2014. (download) (g-scholar)
  33. Dhiraj Joshi, Ritendra Datta, Elena Fedorovskaya, Xin Lu, Quang-Tuan Luong, James Z. Wang, Jia Li and Jiebo Luo, ``On Aesthetics and Emotions in Scene Images: A Computational Perspective,'' Scene Vision: Making Sense of What We See, K. Kveraga and M. Bar (eds.), MIT Press, pp. 241-272, Chapter 12, November 2014. (download) (g-scholar)
  34. Lei Yao, Poonam Suryanarayan, Mu Qiao, James Z. Wang and Jia Li, ``OSCAR: On-Site Composition and Aesthetics Feedback through Exemplars for Photographers,'' International Journal of Computer Vision, vol. 96, no. 3, pp. 353-383, 2012. [DOI: 10.1007/s11263-011-0478-3] (download) (g-scholar)
  35. Xin Lu, Poonam Suryanarayan, Reginald B. Adams, Jr., Jia Li, Michelle G. Newman and James Z. Wang, ``On Shape and the Computability of Emotions,'' Proceedings of the ACM Multimedia Conference, pp. 229-238, Nara, Japan, ACM, October 2012. (download) (g-scholar)
  36. Dhiraj Joshi, Ritendra Datta, Quang-Tuan Luong, Elena Fedorovskaya, James Z. Wang, Jia Li and Jiebo Luo, ``Aesthetics and Emotions in Images: A Computational Perspective,'' IEEE Signal Processing Magazine, vol. 28, no. 5, pp. 94-115, September 2011. (download) (g-scholar)
  37. Razvan Orendovici and James Z. Wang, ``Training Data Collection System for a Learning-based Photographic Aesthetic Quality Inference Engine,'' Proceedings of the ACM Multimedia Conference, Demonstration, pp. 1575-1578, Florence, Italy, ACM, October 2010. (download) (g-scholar)
  38. Ritendra Datta and James Z. Wang, ``ACQUINE: Aesthetic Quality Inference Engine - Real-time Automatic Rating of Photo Aesthetics,'' Proceedings of the ACM International Conference on Multimedia Information Retrieval, Demonstration, pp. 421-424, Philadelphia, Pennsylvania, ACM, March 2010. (download) (g-scholar)
  39. Ritendra Datta, Jia Li and James Z. Wang, ``Algorithmic Inferencing of Aesthetics and Emotion in Natural Images: An Exposition,'' Proceedings of the IEEE International Conference on Image Processing (ICIP), Special Session on Image Aesthetics, Mood and Emotion, pp. 105-108, San Diego, California, IEEE, October 2008. [invited but peer-reviewed] (download) (g-scholar)
  40. Ritendra Datta, Jia Li and James Z. Wang, ``Learning the Consensus on Visual Quality for Next-Generation Image Management,'' Proceedings of the ACM Multimedia Conference, pp. 533-536, ACM, Augsburg, Germany, September 2007. (download) (g-scholar)
  41. Ritendra Datta, Dhiraj Joshi, Jia Li and James Z. Wang, ``Studying Aesthetics in Photographic Images Using a Computational Approach,'' Lecture Notes in Computer Science, vol. 3953, Proceedings of the European Conference on Computer Vision, Part III, pp. 288-301, Graz, Austria, May 2006. (download) (g-scholar)
    42. C. Image Retrieval
  42. Ritendra Datta, Dhiraj Joshi, Jia Li and James Z. Wang, ``Image Retrieval: Ideas, Influences, and Trends of the New Age,'' ACM Computing Surveys, vol. 40, no. 2, article 5, pp. 5:1-60, April 2008. [An abstract was published in Proc. ACM Multimedia Information Retrieval, 2005] (download) (g-scholar)
  43. Ritendra Datta, Weina Ge, Jia Li and James Z. Wang, ``Toward Bridging the Annotation-Retrieval Gap in Image Search,'' IEEE MultiMedia, vol. 14, no. 3, pp. 24-35, 2007. [An abstract was published in Proc. ACM Multimedia, 2006] (download) (g-scholar)
  44. Ritendra Datta, Weina Ge, Jia Li and James Z. Wang, ``Toward Bridging the Annotation-Retrieval Gap in Image Search by a Generative Modeling Approach,'' Proceedings of the ACM Multimedia Conference, pp. 977-986, ACM, Santa Barbara, CA, October 2006. (download) (g-scholar)
  45. Dhiraj Joshi, Ritendra Datta, Ziming Zhuang, WP Weiss, Marc Friedenberg, James Z. Wang and Jia Li, ``PARAgrab: A Comprehensive Architecture for Web Image Management and Multimodal Querying,'' Proceedings of the International Conference on Very Large Data Bases, Demonstration, pp. 1163-1166, Seoul, Korea, September 2006. (download) (g-scholar)
  46. Ritendra Datta, Jia Li and James Z. Wang, ``Content-Based Image Retrieval - Approaches and Trends of the New Age,'' Proceedings of the 7th ACM International Workshop on Multimedia Information Retrieval, in conjunction with ACM International Conference on Multimedia, pp. 253-262, Singapore, ACM, November 2005. (download) (g-scholar)
  47. Xiaonan Lu, Jia Li and James Z. Wang, ``Learning Representative Objects from Images Using Quadratic Optimization,'' Proceedings of the Second International Conference on Machine Intelligence, co-located with the UN World Summit on the Information Society, invited for a special session, pp. 730-737, Tozeur, Tunisia, ACIDCA, November 2005. [invited] (download) (g-scholar)
  48. Ashish Parulekar, Ritendra Datta, Jia Li and James Z. Wang, ``Large-scale Satellite Image Browsing using Automatic Semantic Categorization and Content-based Retrieval,'' Proceedings of the IEEE International Workshop on Semantic Knowledge in Computer Vision, in conjunction with IEEE International Conference on Computer Vision, 8 pages, abstract on pp. 1873 of Proc. ICCV Workshops, Beijing, China, IEEE, October 2005. (download) (g-scholar)
  49. Yixin Chen and James Z. Wang, ``Looking Beyond Region Boundaries: A Robust Image Similarity Measure Using Fuzzified Region Features,'' Proceedings of the IEEE International Conference on Fuzzy Systems, pp. 1165-1170, St. Louis, MO, 2003. [invited but peer-reviewed] (download) (g-scholar)
  50. Yixin Chen and James Z. Wang, ``A Region-Based Fuzzy Feature Matching Approach to Content-Based Image Retrieval,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 24, no. 9, pp. 1252-1267, 2002. [An abstract was published in Proc. ACM Multimedia, 2001] (download) (g-scholar)
  51. James Z. Wang, Jia Li and Gio Wiederhold, ``SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture Libraries,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 23, no. 9, pp. 947-963, 2001. [An abstract was published in D-LIB, 1999] (download) (g-scholar)
  52. Yanping Du and James Z. Wang ``A Scalable Integrated Region-Based Image Retrieval System,'' Proceedings of the IEEE International Conference on Image Processing (ICIP), Thessaloniki, Greece, pp. 22-25, IEEE, October 2001. (download) (g-scholar)
  53. Yixin Chen, James Z. Wang and Jia Li, ``FIRM: Fuzzily Integrated Region Matching for Content-Based Image Retrieval,'' Proceedings of the ACM Multimedia Conference, pp. 543-545, Ottawa, Canada, ACM, September 2001. (download) (g-scholar)
  54. James Z. Wang and Yanping Du, ``RF*IPF: A Weighting Scheme for Multimedia Information Retrieval,'' Proceedings of the IEEE International Conference on Image Analysis and Processing (ICIAP), pp. 380-385, Palermo, Italy, IEEE, 2001. (download) (g-scholar)
  55. James Z. Wang and Yanping Du, ``Scalable Integrated Region-Based Image Retrieval Using IRM and Statistical Clustering,'' Proceedings of the ACM and IEEE Joint Conference on Digital Libraries, pp. 268-277, Roanoke, VA, ACM, June 2001. (download) (g-scholar)
  56. James Z. Wang, Integrated Region-Based Image Retrieval, monograph, Kluwer Academic Publishers, 190 pages, Dordrecht, 2001. (download) (g-scholar)
  57. Yixin Chen and James Z. Wang, ``Looking Beyond Region Boundaries: Region-Based Image Retrieval Using Fuzzy Feature Matching,'' Proceedings of the Multimedia Content-Based Indexing and Retrieval Workshop, INRIA Rocquencourt, France, pp. 37-40, September 2001. (download) (g-scholar)
  58. James Z. Wang, Jia Li and Gio Wiederhold, ``SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture Libraries,'' Lecture Notes in Computer Science, Advances in visual information systems, Lyon, France, Robert Laurini (ed.), vol. 1929, pp. 360-371, Springer-Verlag, November 2000. [Long version of this paper is published in IEEE Trans. PAMI.] (download) (g-scholar)
  59. James Z. Wang, ``SIMPLIcity: A Region-Based Image Retrieval System for Picture Libraries and Biomedical Image Databases,'' Proceedings of the ACM Multimedia Conference, pp. 483-484, Los Angeles, CA, ACM, October 2000. (download) (g-scholar)
  60. Jia Li, James Z. Wang and Gio Wiederhold, ``IRM: Integrated Region Matching for Image Retrieval,'' Proceedings of the ACM Multimedia Conference, pp. 147-156, Los Angeles, CA, ACM, October 2000. (download) (g-scholar)
  61. James Z. Wang, Semantics-Sensitive Integrated Matching for Picture Libraries and Biomedical Image Databases, Stanford University Ph.D. Thesis, UMI Publisher, 221 pages, August 2000. [Thesis. Copyright held by the author.] (download) (g-scholar)
  62. James Z. Wang, Jia Li, Desmond Chan and Gio Wiederhold, ``Semantics-Sensitive Retrieval for Digital Picture Libraries,'' D-LIB Magazine, vol. 5, no. 11, DOI: 10.1045/november 99-wang, CNRI, November 1999. http://www.dlib.org [Invited but peer-reviewed. Copyright held by authors.] (download) (g-scholar)
  63. James Z. Wang, Gio Wiederhold, Oscar Firschein and Sha Xin Wei, ``Content-Based Image Indexing and Searching Using Daubechies' Wavelets,'' International Journal on Digital Libraries, vol. 1, no. 4, pp. 311-328, Springer-Verlag, 1998. [An abstract was presented in ADL 1997 and was selected as one of the best papers] (download) (g-scholar)
  64. Edward Chang, James Z. Wang, Chen Li and Gio Wiederhold, ``RIME: A Replicated Image Detector for the World-Wide Web,'' Proceedings of SPIE, vol. 3527, pp. 58-67, Boston, MA, November 1998. (download) (g-scholar)
  65. James Z. Wang, Gio Wiederhold, Oscar Firschein and Sha Xin Wei, ``Wavelet-Based Image Indexing Techniques With Partial Sketch Retrieval Capability,'' Proceedings of the IEEE Forum on Research and Technology Advances in Digital Libraries (ADL'97), pp. 13-24, Washington, D.C., IEEE, May 1997. (download) (g-scholar)
    66. D. Image Categorization and Clustering
  66. Yixin Chen, Jinbo Bi and James Z. Wang, ``MILES: Multiple-Instance Learning via Embedded Instance Selection,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 28, no. 12, pp. 1931-1947, 2006. [An abstract was published in Proc. CVPR, 2005] (download) (g-scholar)
  67. Yixin Chen, James Z. Wang and Robert Krovetz, ``CLUE: Cluster-based Retrieval of Images by Unsupervised Learning,'' IEEE Transactions on Image Processing, vol. 14, no. 8, pp. 1187-1201, 2005. [An abstract was published in Proc. IEEE International Symposium on Signal Processing and its Applications, 2003] (download) (g-scholar)
  68. Jinbo Bi, Yixin Chen and James Z. Wang, ``A Sparse Support Vector Machine Approach to Region-Based Image Categorization,'' Proceedings of the International Conference on Computer Vision and Pattern Recognition, vol. I, pp. 1121-1128, San Diego, CA, IEEE, June 2005. (download) (g-scholar)
  69. Yixin Chen and James Z. Wang, ``Image Categorization by Learning and Reasoning with Regions,'' Journal of Machine Learning Research, vol. 5, 913-939, August 2004. (download) (g-scholar)
  70. Yixin Chen and James Z. Wang, ``Support Vector Learning for Fuzzy Rule-Based Classification Systems,'' IEEE Transactions on Fuzzy Systems, vol. 11, no. 6, pp. 716-728, 2003. [An abstract was published in Proceedings of the IEEE Fuzzy Systems, 2003] (download) (g-scholar)
  71. Yixin Chen, James Z. Wang and Robert Krovetz, ``An Unsupervised Learning Approach to Content-Based Image Retrieval,'' Proceedings of the IEEE International Symposium on Signal Processing and its Applications, vol. 1, pp. 197-200, Paris, France, July 2003. [invited but peer-reviewed] (download) (g-scholar)
  72. Yixin Chen and James Z. Wang, ``Kernel Machines and Additive Fuzzy Systems: Classification and Function Approximation,'' Proceedings of the IEEE International Conference on Fuzzy Systems, pp. 789-795, St. Louis, MO, 2003. (download) (g-scholar)
  73. Yixin Chen, James Z. Wang and Robert Krovetz, ``Content-Based Image Retrieval by Clustering,'' Proceedings of the 5th ACM International Workshop on Multimedia Information Retrieval, in conjunction with ACM Multimedia, pp. 193-200, Berkeley, CA, ACM, November 2003. (download) (g-scholar)
  74. Edward Chang, Chen Li, James Z. Wang, Peter Mork and Gio Wiederhold, ``Searching Near-Replicas of Images Via Clustering,'' Proceedings of SPIE, vol. 3846, pp. 281-292, Boston, MA, September 1999. (download) (g-scholar)
    75. E. Weather and Remote Sensing
  75. Yu Zhang, Stephen Wistar, Jia Li, Michael A. Steinberg and James Z. Wang, ``Severe Thunderstorm Detection by Visual Learning Using Satellite Images,'' IEEE Transactions on Geoscience and Remote Sensing, vol. 55, no. 2, pp. 1039-1052, 2017. [A version was posted in March 2016 at http://arxiv.org/abs/1603.00146] (download) (g-scholar)
  76. Mohammad Mahdi Kamani, Farshid Farhat, Stephen Wistar and James Z. Wang, ``Skeleton Matching with Applications in Severe Weather Detection,'' Applied Soft Computing, 13 pages, 2017. (download) (g-scholar)
  77. Moises Espinola, Jose A. Piedra-Fernandez, Rosa Ayala, Luis Iribarne, Saturnino Leguizamon and James Z. Wang, ``Simulating Rainfall, Water Evaporation and Groundwater Flow in Three-Dimensional Satellite Images with Cellular Automata,'' Simulation Modelling Practice and Theory, vol. 67, pp. 89-99, 2016. (download) (g-scholar)
  78. Mohammad Mahdi Kamani, Farshid Farhat, Stephen Wistar and James Z. Wang, ``Shape Matching using Skeleton Context for Automated Bow Echo Detection,'' Proceedings of the IEEE Big Data Conference, pp. 901-908, Washington, D.C., December 2016. (download) (g-scholar)
  79. Moises Espinola, Jose A. Piedra-Fernandez, Rosa Ayala, Luis Iribarne and James Z. Wang, ``Contextual and Hierarchical Classification of Satellite Images Based on Cellular Automata,'' IEEE Transactions on Geoscience and Remote Sensing, vol. 53, no. 2, pp. 795-809, 2015. (download) (g-scholar)
  80. Jose A. Piedra-Fernandez, Gloria Ortega, James Z. Wang and M. Canton-Garbin, ``Fuzzy Content-Based Image Retrieval for Oceanic Remote Sensing,'' IEEE Transactions on Geoscience and Remote Sensing, vol. 52, no. 9, pp. 5422-5431, 2014. (download) (g-scholar)
  81. Yu Zhang, Stephen Wistar, Jose A. Piedra-Fernandez, Jia Li, Michael A. Steinberg and James Z. Wang, ``Locating Visual Storm Signatures from Satellite Images,'' Proceedings of the IEEE Big Data Conference, pp. 711-720, Washington, D.C., October 2014. (download) (g-scholar)
  82. Qingyong Li, Weitao Lu, Jun Yang and James Z. Wang, ``Thin Cloud Detection of All-Sky Images Using Markov Random Fields,'' IEEE Geoscience and Remote Sensing Letters, vol. 9, no. 3, pp. 417-421, 2012. [10.1109/LGRS.2011.2170953] (download) (g-scholar)
  83. Jose A. Piedra-Fernandez, M. Canton-Garbin and James Z. Wang, ``Feature Selection in AVHRR Ocean Satellite Images by Means of Filter Methods,'' IEEE Transactions on Geoscience and Remote Sensing, vol. 48, no. 12, pp. 4193-4203, December 2010. (download) (g-scholar)
    84. F. Biomedical and Imaging Informatics
  84. Yue Rui, Hojae Yi, Baris Kandemir, James Z. Wang, Virendra M. Puri and Charles T. Anderson, ``Integrating Cell Biology, Image Analysis, and Computational Mechanical Modeling to Analyze the Contributions of Cellulose and Xyloglucan to Stomatal Function,'' Plant Signaling & Behavior, vol. 11, no. 6, e1183086:1-4, 2016. (download) (g-scholar)
  85. Yue Rui, Chaowen Xiao, Hojae Yi, Baris Kandemir, James Z. Wang, Virendra M. Puri and Charles T. Anderson, ``GUARD CELL POLYGALACTURONASE1 Regulates Cell Expansion and Stomatal Dynamics in Arabidopsis Thaliana,'' Plant Cell Dynamics Meeting, June 2016. (download) (g-scholar)
  86. Brian A. Canada, Georgia Thomas, Keith Cheng and James Z. Wang, ``SHIRAZ: An Automated Histology Image Annotation System for Zebrafish Phenomics,'' Multimedia Tools and Applications, Special Issue on Hot Research Topics in Multimedia, vol. 51, no. 2, pp. 401-440, 2011. [invited] (download) (g-scholar)
  87. Brian A. Canada, Georgia K. Thomas, Keith C. Cheng, James Z. Wang and Yanxi Liu, ``Automatic Lattice Detection in Near-Regular Histology Array Images,'' Proceedings of the IEEE International Conference on Image Processing (ICIP), pp. 1452-1455, San Diego, California, IEEE, October 2008. (download) (g-scholar)
  88. Brian A. Canada, Georgia K. Thomas, Keith C. Cheng, James Z. Wang and Yanxi Liu, ``Towards Efficient Automated Characterization of Irregular Histology Images via Transformation to Frieze-Like Patterns,'' Proceedings of the ACM International Conference on Image and Video Retrieval, pp. 581-590, Niagara Falls, Canada, July 2008. (download) (g-scholar)
  89. Brian A. Canada, Georgia K. Thomas, Keith C. Cheng and James Z. Wang, ``Automated Segmentation and Classification of Zebrafish Histology Images for High-Throughput Phenotyping,'' Proceedings of the Third IEEE-NIH Life Science Systems and Applications Workshop, pp. 245-248, Bethesda, MD, November 2007. (download) (g-scholar)
  90. Dhiraj Joshi, Jia Li and James Z. Wang, ``A Computationally Efficient Approach to the Estimation of Two- and Three-dimensional Hidden Markov Models,'' IEEE Transactions on Image Processing, vol. 15, no. 7, pp. 1871-1886, 2006. [Abstracts were published in Proc. ICIP, 2004, 2005] (download) (g-scholar)
  91. Brian A. Canada, Keith C. Cheng and James Z. Wang, ``QCHARM: A Novel Computational and Scientific Visualization Framework for Facilitating Discovery and Improving Diagnostic Reliability in Medicine,'' Proceedings of the American Medical Informatics Association Annual Symposium, pp. 870, Washington, D.C., November 2006. (download) (g-scholar)
  92. Dhiraj Joshi, Jia Li and James Z. Wang, ``A Stochastic Modeling Approach to 3-D Image Modeling,'' Proceedings of the IEEE/NLM Life Science Systems and Application Workshop, pp. 120-121, IEEE, Bethesda, MD, July 2006. (download) (g-scholar)
  93. Dhiraj Joshi, Jia Li and James Z. Wang, ``Parameter Estimation of Multi-Dimensional Hidden Markov Models - A Scalable Approach,'' Proceedings of the IEEE International Conference on Image Processing (ICIP), Genova, Italy, vol. 3, pp. 149-152, IEEE, September 2005. (download) (g-scholar)
  94. Jia Li, Dhiraj Joshi and James Z. Wang, ``Stochastic Modeling of Volume Images with a 3-D Hidden Markov Model,'' Proceedings of the IEEE International Conference on Image Processing (ICIP), pp. 2359-2362, IEEE, Singapore, October 2004. (download) (g-scholar)
  95. Ya Zhang, Hongyuan Zha, James Z. Wang and Chao-Hsien Chu, ``Gene Co-regulation vs. Co-expression,'' Poster Proceedings of the International Conference on Research in Computational Molecular Biology (RECOMB), pp. 232-233, San Diego, CA, March 2004. (download) (g-scholar)
  96. Ya Zhang, Hongyuan Zha, James Z. Wang and Chao-Hsien Chu, ``Clustering of Time-Course Gene Expression Data,'' Poster Proceedings of the International Conference on Research in Computational Molecular Biology (RECOMB), pp. 240-241, San Diego, CA, March 2004. (download) (g-scholar)
  97. Eldar Giladi, Michael G. Walker, James Z. Wang and Wayne Volkmuth, ``SST: An Algorithm for Finding Near-Exact Sequence Matches in Time Proportional to the Logarithm of the Database Size,'' Bioinformatics, vol. 18, no. 6, pp. 873-879, 2002. [An abstract was published in RECOMB 2000] (download) (g-scholar)
  98. Ya Zhang and James Z. Wang, ``Progressive Display of Very High Resolution Images Using Wavelets,'' Journal of the American Medical Informatics Association, Proceedings of the AMIA Annual Symposium, vol. 2002 symposium suppl., pp. 944-948, San Antonio, TX, November 2002. [Selected to present at the plenary session at the AMIA Annual Symposium and nominated for the Best Paper Award] (download) (g-scholar)
  99. James Z. Wang, ``Wavelets and Imaging Informatics,'' Journal of Biomedical Informatics, (formerly Computers and Biomedical Research), vol. 34, no. 2, pp. 129-141, 2001. (download) (g-scholar)
  100. James Z. Wang, ``Pathfinder: Multiresolution Region-Based Searching of Pathology Images Using IRM,'' Journal of the American Medical Informatics Association, Proceedings of the AMIA Annual Symposium, vol. 2000 symposium suppl., pp. 883-887, Los Angeles, CA, November 2000. [Nominated for the Best Paper Award at the AMIA Annual Symposium] (download) (g-scholar)
  101. James Z. Wang, ``Region-Based Retrieval of Biomedical Images,'' Proceedings of the ACM Multimedia Conference, pp. 511-512, Los Angeles, CA, ACM, October 2000. (download) (g-scholar)
  102. Eldar Giladi, Michael G. Walker, James Z. Wang and Wayne Volkmuth, ``SST: An Algorithm for Searching Sequence Databases in Time Proportional to the Logarithm of the Database Size,'' Currents in Computational Molecular Biology, Poster Proceedings of the International Conference on Research in Computational Molecular Biology (RECOMB), Frontiers Science Series no. 30, S. Miyano, R. Shamir, T. Takagi (eds.), Universal Academy Press, Inc., Tokyo, Japan, April 2000. (download) (g-scholar)
  103. James Z. Wang, John Nguyen, Kin-Koi Lo, Christine Law and Donald Regula, ``Multiresolution Browsing of Pathology Images Using Wavelets,'' Journal of the American Medical Informatics Association, Proceedings of the AMIA Annual Symposium, vol. 1999 symposium suppl., pp. 340-344, Washington, D.C., November 1999. (download) (g-scholar)
    104. G. Art and Cultural Imaging
  104. Xin Lu, Neela Sawant, Michelle G. Newman, Reginald B. Adams, Jr., James Z. Wang and Jia Li, ``Identifying Emotions Aroused from Paintings,'' Lecture Notes in Computer Science, vol. 9913, G. Hua and H. Jegou (eds.), Proceedings of the Workshop on Visual Analysis of Sketches, in conjunction with the European Conference on Computer Vision, pp. 48-63, 2016. (download) (g-scholar)
  105. Jia Li, Lei Yao, Ella Hendriks and James Z. Wang, ``Rhythmic Brushstrokes Distinguish van Gogh from His Contemporaries: Findings via Automated Brushstroke Extraction,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 34, no. 6, pp. 1159-1176, 2012. [DOI: 10.1109/TPAMI.2011.203.] (download) (g-scholar)
  106. Guifang Duan, Neela Sawant, James Z. Wang, Dean Snow, Danni Ai and Yen-Wei Chen, ``Analysis of Cypriot Icon Faces using ICA-Enhanced Active Shape Model Representation,'' Proceedings of the ACM Multimedia Conference, pp. 901-904, Scottsdale, Arizona, ACM, November 2011. (download) (g-scholar)
  107. James Z. Wang, Weina Ge, Dean Snow, Prasenjit Mitra and C. Lee Giles, ``Determining the Sexual Identities of Prehistoric Cave Artists using Digitized Handprints -- A Machine Learning Approach,'' Proceedings of the ACM Multimedia Conference, pp. 1325-1332, Florence, Italy, ACM, October 2010. (download) (g-scholar)
  108. Lei Yao, Jia Li and James Z. Wang, ``Characterizing Elegance of Curves Computationally for Distinguishing Morrisseau Paintings and the Imitations,'' Proceedings of the IEEE International Conference on Image Processing (ICIP), Special Session on Cultural Heritage, pp. 73-76, 2009. (download) (g-scholar)
  109. C. Richard Johnson, Jr., Ella Hendriks, Igor Berezhnoy, Eugene Brevdo, Shannon Hughes, Ingrid Daubechies, Jia Li, Eric Postma and James Z. Wang, ``Image Processing for Artist Identification - Computerized Analysis of Vincent van Gogh's Painting Brushstrokes,'' IEEE Signal Processing Magazine, Special Issue on Visual Cultural Heritage, vol. 25, no. 4, pp. 37-48, 2008. (download) (g-scholar)
  110. Dean R. Snow, Mark Gahegan, C. Lee Giles, Kenneth G. Hirth, George R. Milner, Prasenjit Mitra and James Z. Wang, ``Cybertools and Archaeology,'' Science, vol. 311, issue. 5763, pp. 958-959, February 17, 2006. (download) (g-scholar)
  111. James Z. Wang, Kurt Grieb, Ya Zhang, Ching-chih Chen, Yixin Chen and Jia Li, ``Machine Annotation and Retrieval for Digital Imagery of Historical Materials,'' International Journal on Digital Libraries, Special Issue on Multimedia Contents and Management in Digital Libraries, vol. 6, no. 1, pp. 18-29, Springer-Verlag, 2006. (download) (g-scholar)
  112. Ching-chih Chen, Howard Wactlar, James Z. Wang and Kevin Kiernan, ``Digital Imagery for Significant Cultural and Historical Materials,'' International Journal on Digital Libraries, Special Issue: Towards the New Generation Digital Libraries: Recommendations of the US-NSF/EU-DELOS Working Groups, vol. 5, no. 4, pp. 275-286, 2005. (download) (g-scholar)
  113. Jia Li and James Z. Wang, ``Studying Digital Imagery of Ancient Paintings by Mixtures of Stochastic Models,'' IEEE Transactions on Image Processing, vol. 13, no. 3, pp. 340-353, 2004. (download) (g-scholar)
  114. James Z. Wang, Jia Li and Ching-chih Chen, ``Machine Annotation for Digital Imagery of Historical Materials Using the ALIP System,'' Proceedings of the DELOS-NSF Workshop on Multimedia in Digital Libraries, 5 pages, Crete, Greece, 2003. In e-proceedings. [invited] (download) (g-scholar)
  115. Ching-chih Chen and James Z. Wang, ``Large-Scale Emperor Digital Library and Semantics-Sensitive Region-Based Retrieval,'' Proceedings of the International Conference on Digital Library -- IT Opportunities and Challenges in the New Millennium, pp. 454-462, Beijing, China, July 9-11, 2002. (download) (g-scholar)
  116. James Z. Wang, Jia Li and Ching-chih Chen, ``Interdisciplinary Research to Advance Digital Imagery Indexing and Retrieval Technologies for Asian Art and Cultural Heritages,'' Proceedings of the 4th ACM International Workshop on Multimedia Information Retrieval, in conjunction with ACM Multimedia, 6 pages, Juan Les Pins, France, ACM, December 2002. [invited] (download) (g-scholar)
  117. DELOS-NSF Working Group, ``Research on Digital Imagery for Significant Cultural and Historical Materials,'' DELOS-NSF Working Group Reports, 19 pages, Boston, MA, December 2002. (download) (g-scholar)
    118. H. Story Picturing Engine
  118. Dhiraj Joshi, James Z. Wang and Jia Li, ``The Story Picturing Engine - A System for Automatic Text Illustration,'' ACM Transactions on Multimedia Computing, Communications and Applications, vol. 2, no. 1, pp. 68-89, 2006. [An abstract was published in Proc. ACM MIR Workshop, 2004] (download) (g-scholar)
  119. Dhiraj Joshi, James Z. Wang and Jia Li, ``The Story Picturing Engine: Finding Elite Images to Illustrate a Story Using Mutual Reinforcement,'' Proceedings of the 6th ACM International Workshop on Multimedia Information Retrieval, in conjunction with ACM Multimedia, pp. 119-126, New York, NY, ACM, October 2004. (download) (g-scholar)
    120. I. Image Security and Filtering
  120. Ritendra Datta, Jia Li and James Z. Wang, ``Exploiting the Human-Machine Gap in Image Recognition for Designing CAPTCHAs,'' IEEE Transactions on Information Forensics and Security, vol. 4, no. 3, pp. 504-518, September 2009. [An abstract was published in Proc. ACM Multimedia, 2005] (download) (g-scholar)
  121. Nianhua Xie, Xi Li, Xiaoqin Zhang, Weiming Hu and James Z. Wang, ``Boosted Cannabis Image Recognition,'' Proceedings of the International Conference on Pattern Recognition, pp. 1-4, Tampa, Florida, December 2008. (download) (g-scholar)
  122. Ritendra Datta, Jia Li and James Z. Wang, ``IMAGINATION: A Robust Image-based CAPTCHA Generation System,'' Proceedings of the ACM Multimedia Conference, pp. 331-334, Singapore, ACM, November 2005. (download) (g-scholar)
  123. James Z. Wang, ``Security Filtering of Medical Images Using OCR,'' Digital Libraries: Advanced Methods and Technologies, Digital Collections, Proceedings of the Third All-Russian Scientific Conference, pp. 118-122, Petrozavodsk, Russia, September 2001. (download) (g-scholar)
  124. James Z. Wang, ``Advanced Techniques for Automatic Web Filtering,'' Testimony at the National Academies Committee to Study Tools and Strategies for Protecting Children from Pornography on the Internet and Their Applicability to Other Inappropriate Internet Content, National Research Council, Redwood City, CA, March 2001. (download) (g-scholar)
  125. Gio Wiederhold and James Z. Wang, ``Testimony Prepared for the COPA (Child Online Protection Act, U.S. Congress TITLE XIV, Oct 1998) Commission,'' US Congress Report, Washington, D.C., August 2000. (download) (g-scholar)
  126. Gio Wiederhold, Michel Bilello and James Z. Wang, ``Security Mediation to Protect Healthcare Information Privacy in Collaborative Settings,'' NSF DLI 2 All-Projects Meeting, Stratford-upon-Avon, Warwickshire, UK, June 2000. (g-scholar)
  127. James Z. Wang, ``Security for Medical Image Databases,'' Computer Security Workshop, Palo Alto, CA, March 2000. (g-scholar)
  128. James Z. Wang, Jia Li, Gio Wiederhold and Oscar Firschein, ``System for Screening Objectionable Images,'' Computer Communications, vol. 21, no. 15, pp. 1355-1360, Elsevier, 1998. [An abstract was presented in IDMS 1997 and was selected as one of the best papers] (download) (g-scholar)
  129. James Z. Wang and Gio Wiederhold, ``WaveMark: Digital Image Watermarking Using Daubechies' Wavelets and Error Correcting Coding,'' Proceedings of SPIE, vol. 3528, pp. 432-439, Boston, MA, November 1998. (download) (g-scholar)
  130. James Z. Wang and Gio Wiederhold, ``System for Efficient and Secure Distribution of Medical Images on the Internet,'' Journal of the American Medical Informatics Association, Proceedings of the AMIA Annual Symposium, vol. 1998 symposium suppl., pp. 907-911, Orlando, FL, November 1998. (download) (g-scholar)
  131. James Z. Wang, Jia Li, Gio Wiederhold and Oscar Firschein, ``Classifying Objectionable Websites Based on Image Content,'' Lecture Notes in Computer Science, Interactive distributed multimedia systems and telecommunication services, Oslo, Norway, Thomas Plagemann and Vera Goebel (eds.), vol. 1483, pp. 113-124, Springer-Verlag, September 1998. (download) (g-scholar)
  132. James Z. Wang, Gio Wiederhold and Jia Li, ``Wavelet-Based Progressive Transmission and Security Filtering for Medical Image Distribution,'' Medical Image Databases, S. Wong (ed.), Kluwer International Series in Engineering and Computer Science, Secs 465, pp. 303-324, Chapter 12, Kluwer, Dordrecht, 1998. (download) (g-scholar)
  133. James Z. Wang, Michel Bilello and Gio Wiederhold, ``A Textual Information Detection and Elimination System for Secure Medical Image Distribution,'' Journal of the American Medical Informatics Association, Proceedings of the AMIA Annual Symposium, vol. 1997 symposium suppl., pp. 896, Nashville, TN, October 1997. (download) (g-scholar)
  134. James Z. Wang, Gio Wiederhold and Oscar Firschein, ``System for Screening Objectionable Images Using Daubechies' Wavelets and Color Histograms,'' Lecture Notes in Computer Science, Interactive distributed multimedia systems and telecommunication services, Darmstadt, Germany, Ralf Steinmetz and Lars C. Wolf (eds.), vol. 1309, pp. 20-30, Springer-Verlag, September 1997. (download) (g-scholar)
    135. J. Document and Information Retrieval
  135. Jianbo Ye, Yanran Li, Zhaohui Wu, James Z. Wang, Wenjie Li and Jia Li, ``Determining Gains Acquired from Word Embedding Quantitatively using Discrete Distribution Clustering,'' Proceedings of the Annual Meeting of the Association for Computational Linguistics, 10 pages, Vancouver, Canada, August 2017. (download) (g-scholar)
  136. Xiaonan Lu, Saurabh Kataria, William J. Brouwer, James Z. Wang, Prasenjit Mitra and C. Lee Giles, ``Automated Analysis of Images in Documents for Intelligent Document Search,'' International Journal on Document Analysis and Recognition, vol. 12, no. 2, pp. 65-81, 2009. [An abstract was published in Proc. International Conference on Document Analysis and Recognition, 2007] (download) (g-scholar)
  137. Xiaonan Lu, Brewster Kahle, James Z. Wang and C. Lee Giles, ``A Metadata Generation System for Scanned Scientific Volumes,'' Proceedings of the ACM and IEEE Joint Conference on Digital Libraries, pp. 167-176, Pittsburgh, PA, ACM, June 2008. (download) (g-scholar)
  138. Xiaonan Lu, James Z. Wang and C. Lee Giles, ``Intelligent Parsing of Scanned Volumes for Web Based Archives,'' Proceedings of the IEEE International Conference on Semantic Computing, pp. 559-566, Irvine, CA, October 2007. (download) (g-scholar)
  139. Xiaonan Lu, James Z. Wang, Prasenjit Mitra and C. Lee Giles, ``Automatic Extraction of Data from 2-D Plots in Documents,'' Proceedings of the International Conference on Document Analysis and Recognition, pp. 188-192, Parana, Brazil, September 2007. (download) (g-scholar)
  140. Xiaonan Lu, James Z. Wang, Prasenjit Mitra and C. Lee Giles, ``Deriving Knowledge from Figures for Digital Libraries,'' Proceedings of the International World Wide Web Conference, pp. 1229-1230, Banff, Alberta, Canada, May 2007. (download) (g-scholar)
  141. Xiaonan Lu, Prasenjit Mitra, James Z. Wang and C. Lee Giles, ``Automatic Categorization of Figures in Scientific Documents,'' Proceedings of the ACM and IEEE Joint Conference on Digital Libraries, pp. 129-138, Chapel Hill, NC, ACM, June 2006. (download) (g-scholar)
  142. Anuj R. Jaiswal, C. Lee Giles, Prasenjit Mitra and James Z. Wang, ``An Architecture for Creating Collaborative Semantically Capable Scientific Data Sharing Infrastructures,'' Proceedings of the 8th ACM International Workshop on Web Information and Data Management, in conjunction with ACM International Conference on Information and Knowledge Management, pp. 75-82, Arlington, VA, ACM, November 2006. (download) (g-scholar)
  143. Eren Manavoglu, C. Lee Giles, Amanda Spink and James Z. Wang, ``User Modeling Techniques and Applications,'' The Power of One - Gaining Business Value from Personalization Technologies, N. Pal, A. Rangaswamy (eds.), Trafford Publishing and eBRC Press, pp. 183-197, Chapter 9, November 2003. (download) (g-scholar)
    144. K. Computational Number Theory
  144. James Z. Wang, Analytic Number Theory, Complex Variable, and Supercomputers, Summa Cum Laude Honor Thesis, University of Minnesota, Twin Cities, MN, August 1994. (download) (g-scholar)
    145. L. Misc
  145. Antonio Jesus Fernandez-Garcia, Luis Iribarne, Antonio Corral, Javier Criado and James Z Wang, ``A Microservice-based Architecture for Enhancing the User Experience in Cross-device Distributed Mashup UIs with Multiple Forms of Interaction,'' Universal Access in the Information Society, Special Issue on Distributed UIs: Distributing Interactions, 2017. (download) (g-scholar)
  146. Antonio Jesus Fernandez-Garcia, Luis Iribarne, Antonio Corral, Javier Criado and James Z Wang, ``Optimally Storing the User Interaction in Mashup Interfaces within a Relational Database,'' Lecture Notes in Computer Science, vol. 9881, Current Trends in Web Engineering, S. Casteleyn et al. (eds.), Proceedings of the 5th Workshop on Distributed User Interfaces: Distributing Interactions (DUI), pp. 188-195, Lugano, Switzerland, Springer Int. Publ. Switzerland, June 2016. (download) (g-scholar)
  147. Xin Lu, Zhe Lin, Hailin Jin, Jianchao Yang and James Z. Wang, ``Image-Specific Prior Adaptation for Denoising,'' IEEE Transactions on Image Processing, vol. 24, no. 12, pp. 5469-5478, 2015. (download) (g-scholar)
  148. Antonio Jesus Fernandez-Garcia, Luis Iribarne, Antonio Corral and James Z Wang, ``Evolving Mashup Interfaces using a Distributed Machine Learning and Model Transformation Methodology,'' Lecture Notes in Computer Science, vol. 9416, On the Move to Meaningful Internet Systems: Proceedings of the OTM 2015 Workshops, I. Ciuciu et al. (eds.), Workshop on Information Systems in Distributed Environment, pp. 401-410, Rhodes, Greece, Springer Int. Publ. Switzerland, October 2015. (download) (g-scholar)
  149. James Z. Wang, Nozha Boujemaa, Nuria Oliver Ramirez and Apostol Natsev (eds.), Proceedings of the ACM International Conference on Multimedia Information Retrieval, Philadelphia, Pennsylvania, ACM, March 2010. (download) (g-scholar)
  150. James Z. Wang, Donald Geman, Jiebo Luo and Robert M. Gray (eds.), IEEE Transactions on Pattern Analysis and Machine Intelligence - Special Section on Real-world Image Annotation and Retrieval, IEEE Computer Society, vol. 30, no. 11, November 2008. (download) (g-scholar)
  151. James Z. Wang, Donald Geman, Jiebo Luo and Robert M. Gray, ``Real-World Image Annotation and Retrieval: An Introduction to the Special Section,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, Special Section on Real-world Image Annotation and Retrieval, vol. 30, no. 11, pp. 1873-1876, November 2008. (download) (g-scholar)
  152. James Z. Wang, Nozha Boujemaa, Alberto Del Bimbo and Jia Li (eds.), Proceedings of the 9th ACM SIGMM International Workshop on Multimedia Information Retrieval, Augsburg, Bavaria, Germany, ACM, September 2007. (download) (g-scholar)
  153. James Z. Wang, Nozha Boujemaa and Yixin Chen, ``High Diversity Transforms Multimedia Information Retrieval into a Cross-Cutting Field,'' SIGMOD Record, vol. 36, no. 1, pp. 57-59, March 2007. (download) (g-scholar)
  154. James Z. Wang, Nozha Boujemaa and Yixin Chen (eds.), Proceedings of the 8th ACM SIGMM International Workshop on Multimedia Information Retrieval, Santa Barbara, California, ACM, October 2006. (download) (g-scholar)
  155. James Z. Wang, Nozha Boujemaa, Alberto Del Bimbo, Donald Geman, Alex Hauptmann and Jelena Tesic, ``Diversity in Multimedia Information Retrieval Research,'' Proceedings of the 8th ACM International Workshop on Multimedia Information Retrieval, in conjunction with ACM International Conference on Multimedia, pp. 5-12, Santa Barbara, CA, ACM, October 2006. (download) (g-scholar)
  156. David L. Hall, M.D. McNeese, Eileen Rotthoff, Tim Shaw and James Z. Wang, ``Improving the Fusion Process Using Semantic Level Whole-Brain Analysis,'' Proceedings of the MSS National Symposium on Sensors and Data Fusion, 7 pages, Monterey, CA, May 2005. (download) (g-scholar)
  157. Dhiraj Joshi and James Z. Wang, ``Multimedia Systems and Content-Based Image Retrieval, A Book Review,'' Information Processing and Management, vol. 41, no. 2, pp. 407-408, 2005. [invited] (download) (g-scholar)
  158. James Z. Wang and Jia Li, ``Mining Digital Imagery Data for Automatic Linguistic Indexing of Pictures,'' Proceedings of the NSF Workshop on Next Generation Data Mining, pp. 69-76, Baltimore, MD, November 2002. (download) (g-scholar)
  159. James Z. Wang, Ray Neff and Mario Enrico, ``Imaging of Cell Structure in Flexible Polyurethane Foam,'' Proceedings of the NSF Center for Interfacial Engineering Annual Conference, Minneapolis, MN, September 1994. (g-scholar)
  160. James Z. Wang, ``Projects of the 1993 Summer Institute of the Army High Performance Computing Research Center, (scientific video tape),'' US Army High Performance Computing Conference, Washington, D.C., September 1993. (g-scholar)

Download Datasets

We provide datasets for research comparison. If you cannot find the data that you need, you may contact Dr. Wang.

Download 10,000 test images (low resolution web-crawled misc database used in WBIIS);
download 1,000 test images (test database used in SIMPLIcity paper)(zip);
If you need the 60,000-image database used in SIMPLIcity, ALIPR, and ALIP papers for research comparison, please contact James Wang.
The databases should be used only for comparing algorithms, which can be considered as 'fair use' of the images and our metadata. You should not redistribute the images.
These datasets have been used in our publications.

  • Jia Li and James Z. Wang, ``Real-time Computerized Annotation of Pictures,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 30, no. 6, pp. 985-1002, 2008. (download)
  • Jia Li, James Z. Wang, ``Automatic linguistic indexing of pictures by a statistical modeling approach,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 25, no. 9, pp. 1075-1088, 2003. (download)
  • James Z. Wang, Jia Li, Gio Wiederhold, ``SIMPLIcity: Semantics-sensitive Integrated Matching for Picture LIbraries,'' IEEE Trans. on Pattern Analysis and Machine Intelligence, vol 23, no.9, pp. 947-963, 2001. (download)

Download the Aesthetics Data for Research (2015)
The dataset was used in our computational aesthetics work. The data is provided for non-commerical research comparison only. You should not redistribute the data.

  • Xin Lu, Zhe Lin, Hailin Jin, Jianchao Yang and James Z. Wang, ``Rating Pictorial Aesthetics using Deep Learning,'' IEEE Transactions on Multimedia, vol. 17, no. 11, pp, 2021-2034, 2015. (download)

Download the Portrait Triangle Data for Research (2017)
The dataset was created and used in our portrait triangle work. The data is provided for non-commerical research comparison only. Copyright of the images belongs to the original photographers. You should not redistribute the data.

  • Siqiong He, Zihan Zhou, Farshid Farhat and James Z. Wang, ``Discovering Triangles in Portraits for Supporting Photographic Creation,'' IEEE Transactions on Multimedia, vol. 19, no. , 13 pages, 2017. (download)

Download the Aesthetics Data for Research (2006)
The dataset was used in our computational aesthetics work. The data is provided for non-commerical research comparison only. You should not redistribute the data.

  • R. Datta, J. Li, and J. Z. Wang, Algorithmic Inferencing of Aesthetics and Emotion in Natural Images: An Exposition, Proc. IEEE ICIP, Special Session on Image Aesthetics, Mood and Emotion, San Diego, CA, 2008. (download)

Download the Brushstroke Data of van Gogh Paintings for Research (tar.gz)
The dataset was used in our painting analysis work. The data is provided for academic research comparison only. You should not redistribute the data.

  • Jia Li, Lei Yao, Ella Hendriks and James Z. Wang, ``Rhythmic Brushstrokes Distinguish van Gogh from His Contemporaries: Findings via Automated Brushstroke Extraction,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, DOI: 10.1109/TPAMI.2011.203 online, 2011, print version to appear in 2012. (download)

If you are a government agency, an education institution, or a non-profit organization, we may offer you a FREE license of the SIMPLIcity system to run on Linux or Solaris. Please contact Prof. James Wang by email to discuss details. At the moment, the C source code is not ready for public download. If you are commercial and would like to use SIMPLIcity, let us know and we will try to arrange to let you use.

We are planning to release some other software packages via this site in the future. Stay tuned.

image

Contact us

The research group is located in the Westgate Building [about] at Penn State. Please read the FAQ for answers to some common questions.

James Z. Wang, Professor
College of Information Sciences and Technology
E354 Westgate Building, Penn State, University Park, PA 16802
personal page
+1-814-865-7889
(fax) +1-814-865-6426

In the midst of difficulty lies opportunity. - Albert Einstein
COPYRIGHT © 2000-2017 James Z. Wang Research Group, Penn State, University Park .