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Zheng Wu |
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Ph.D in Computer Science |
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| Email: wuzheng1127 at gmail.com | ||
I am a senior computer vision engineer in The Mathworks, Inc. Before this job, I was a postdoctoral associate in Computer Science Department, Boston
University; and a former member of Image and Video Computing (IVC) group.
I work with Prof. Margrit Betke and Prof. Stan Sclaroff .
My primary research interests focus on computer vision, machine learning and combinatorial algorithms. In particular, I have been working on object segmentation, detection, tracking and 3-D vision. I got my Ph.d. degree in Computer Science from Boston University in 2012.
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Publication
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M. Betke, Z. Wu, "Data Association for Multi-Object Visual Tracking.'' Synthesis Lectures on Computer Vision, Morgan & Claypool Publishers, 2016. [Link]
D. Gurari, M. Sameki, Z. Wu, and M. Betke."Mixing Crowd and Algorithm Efforts to Segment Objects in Biomedical Images." In Proceeding of the 3rd Interactive Medical Image Computation Workshop (IMIC) held in conjunction with MICCAI 2016 in Athens, Greece, October 21, 2016. 8 pages. [PDF]
Q. Bai, S. Rosenberg, Z. Wu, S. Stan, "Class Probability Estimation via Differential Geometric Regularization.'' In Proceeding of the 33rd International Conference on Machine Learning, 2016. [PDF]
Z. Wu and M. Betke. "Global Optimization for Coupled Detection and Data Association in Multiple Object Tracking.'' In Journal of Computer Vision and Image Understanding, Volume 143, Pages 25–37, February 2016. [link]
Z. Wu, N. Fuller, D. Theriault, and M. Betke. "A Thermal Infrared Video Benchmark for Visual Analysis.'' In Proceeding of 10th IEEE Workshop on Perception Beyond the Visible Spectrum (PBVS), Columbus, Ohio, USA, 2014. [PDF] [Dataset]
Q. Bai*, Z. Wu*, S. Sclaroff, M. Betke and C. Monnier, "Randomized Ensemble Tracking," In Proceeding of IEEE International Conference on Computer Vision (ICCV), Sydney, Australia, 2013. *These authors contributed equally to this work.
[PDF] [Youtube] [Bibtex] [Code]
Z. Wu, J. Zhang, and M. Betke. "Online Motion Agreement Tracking.'' In Proceeding of the 24th British Machine Vision Conference (BMVC), Bristol, UK, Sep, 2013. [PDF] [Youtube]
Note: Evaluation of PETS-S2L2 in Table 2 is updated to fix an error in the original paper.
Z. Wu. "Occlusion Reasoning for Multiple Object Visual Tracking.'' Thesis, Boston University, Sep, 2012. [PDF]
Z. Wu, A. Thangali, S. Sclaroff, and M. Betke. "Coupling Detection and Data Association for Multiple Object Tracking.'' In Proceeding of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Providence, Rhode Island, June, 2012. [PDF] [Poster] [Youtube] [Bibtex]
Z. Wu, D. Gurari, J. Y. Wong and M. Betke, "Hierarchical Partial Matching and Segmentation of Interacting Cells," In Proceeding of the 15th International
Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), Nice, France, 2012. [PDF] [Poster] [Video Presentation] [Bibtex]
Z. Wu, M. Betke and T. H. Kunz. "Efficient Track Linking Methods for Track Graphs Using Network-flow and Set-cover Techniques." In proceeding of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Springs, Colorado, June, 2011. [PDF] [Poster] [Youtube] [Bibtex] [Project Website]
G. Towne, D. H. Theriault, Z. Wu, N. Fuller, T. H. Kunz, and M. Betke. "Error Analysis and Design Considerations for Stereo Vision Systems Used to Analyze Animal Behavior.'' In Proceeding of IEEE Workshop on Visual Observation and Analysis of Animal and Insect Behavior (VAIB), in conjunction with the 21th International Conference on Pattern Recognition, Tsukuba Science City, Japan, November, 2012 [PDF] [Bibtex] 
J. Magee, Z. Wu, H. Chennamaneni, S. Epstein, D. H. Theriault, and M. Betke. "Towards a multi-camera mouse-replacement interface." In Proceeding of the 10th International Workshop on Pattern Recognition in Information Systems (PRIS) 2010. In conjunction with ICEIS 2010, Madeira, Portugal, June 2010 [PDF] [Bibtex] [Project Website]
D. H. Theriault, Z. Wu, N. I. Hristov, S. M. Swartz, K. S. Breuer, T. H. Kunz, and M. Betke. "Reconstruction and analysis of 3D trajectories of Brazilian free-tailed bats in flight." In Workshop on Visual Observation and Analysis of Animal and Insect Behavior (VAIB), held in conjunction with the 20th International Conference on Pattern Recognition, August, 2010, Istanbul, Turkey, August 2010. 4 pp. [PDF] [Bibtex]
Z. Wu, N. I. Hristov, T. H. Kunz, and M. Betke,"Tracking-Reconstruction or Reconstruction-Tracking? Comparison of Two Multiple Hypothesis Tracking Approaches to Interpret 3D Object Motion from Several Camera Views", In Proceeding of IEEE Workshop on Motion and Video Computing (WMVC), Utah, December, 2009. (Oral Presentation) [PDF] [Bibtex]
Z. Wu, N. I. Hristov, T. L. Hedrick, T. H. Kunz, and M. Betke, "Tracking a Large Number of Objects from Multiple Views", In Proceeding of the 12th International Conference on Computer Vision (ICCV), Kyoto, Japan, September, 2009. (PAMI Student Support)
D. House, M.L.Walker, Z. Wu, J.Y. Wong, and M. Betke, "Tracking of Cell Populations to Understand their Spatio-Temporal Behavior in Response to Physical Stimuli", In Proceeding of IEEE Workshop on Mathematical Methods in Biomedical Image Analysis (MMBIA), in conjunction with CVPR 2009, Miami, Florida, June, 2009.
[PDF] [Bibtex] [Project Website]
Z. Wu, M. Betke, J. Wang, V. Athitsos, and S. Sclaroff, "Tracking with Dynamic Hidden-State Shape Models," In Proceeding of the 10th European Conference on Computer Vision (ECCV), Marseille, France, October, 2008.
[PDF] [Poster] [Video] [Bibtex] [Project Website]
D. Wang, C. Cui, Z. Wu, "Matching 3D models with global geometric feature map", In Proceeding of IEEE 12th International Conference on Multimedia Modeling, Beijing, January, 2006 [PDF] [Bibtex]
Z. Wu, H. Qian, M. Zhu. "Geo-registration of Aerial Images by Robust Feature Matching", In Proceeding of SPIE Visual Communications and Image Processing 2006, San Jose, California USA, January, 2006
D. Wang, M. Zhu, Z. Wu, "Real-time blocking system for MMS", In Proceeding of SPIE Asia-Pacific Optical and Wireless Communications, Vol. 5283, p. 67-71, China, November, 2003
IEEE, IEEE-CS Member
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13th Asian Conference on Computer Vision (ACCV 2016).
14th European Conference on Computer Vision (ECCV 2016).
IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2016).
IEEE Winter Conference on Applications of Computer Vision (WACV 2016).
15th IEEE International Conference on Computer Vision (ICCV 2015).
29th AAAI Conference on Artificial Intelligence (AAAI 2015).
28th AAAI Conference on Artificial Intelligence (AAAI 2014).
Reviewer for Journals/Conferences:
- IEEE Transaction on Pattern Analysis and Machine Intelligence.
IEEE Transaction on Image Processing.
IEEE Transactions on Circuits and Systems for Video Technology.
IEEE Transactions on Intelligent Transportation Systems.
Journal of Computer Vision and Image Understanding
Journal of Machine Vision and Applications.
EURASIP Journal on Image and Video Processing.
The European Physical Journal Special Topics.
Journal of Signal, Image, and Video Processing.
Journal of IET Image Processing.
Journal of IET Computer Vision.
Journal of IEEE Signal Processing Letters.
Journal of PLOS ONE.
Journal of Sensors.
Journal of Medical Physics.
Journal of Intelligent and Robotic Systems.
International Journal of Computers and Applications.
Journal of Field Robotics.
Journal of Personal and Ubiquitous Computing.
Journal of Universal Access in the Information Society.
International Symposium on Biomedical Imaging (ISBI) 2012, 2013.
International Joint Conference on Artificial Intelligence (IJCAI) 2016.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2008, 2009, 2010, 2011, 2012, 2013.
European Conference on Computer Vision (ECCV) 2008, 2010.
IEEE International Conference on Computer Vision (ICCV) 2009, 2011.
International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) 2008.
- IEEE Transaction on Pattern Analysis and Machine Intelligence.
Member of Program Committee: