People / Zhe Lin
Zhe Lin
Research Scientist
I am a researcher of Advanced Technology Labs at Adobe Systems, Incorporated. I received my Ph.D. degree in Electrical Engineering from University of Maryland at College Park in May 2009 (advised by Prof. Larry Davis). Prior to that, I obtained my M.S. degree in Electrical Engineering from Korea Advanced Institute of Science and Technology in August 2004 (advised by Prof. In So Kweon), and B.Eng. degree in Automatic Control from University of Science and Technology of China (advised by Prof. Zengfu Wang). During my Ph.D. program, I have worked in the areas of object detection, recognition and tracking, human gesture and action recognition. I have been a member of ATL since May of 2009. My research interests include computer vision, image processing, pattern recognition and machine learning.
Projects |
Image and Video Object Retrieval
Image and Video Super-Resolution
Image and Video Denoising
Image Sharpening and Deblurring
Automatic Image Annotation
Facial Feature Localization
Interactive 3D Human Pose Tracking
Publications |
Coupled Dictionary Training for Image Super-Resolution
Yang, J., Wang, Z., Lin, Z., Cohen, S., and Huang, T. (May 01, 2012)
IEEE Transactions on Image Processing, to appear, 2012.
Class Consistent k-means: Application to Face and Action Recognition
Jiang, Z., Lin, Z., and Davis, L. (May 01, 2012)
Computer Vision and Image Understanding, Volume 16, Issue 6, June 2012, Pages 730–741.
Object Retrieval and Localization with Spatially-Constrained Similarity Measure and k-NN Re-ranking
Shen, X., Lin, Z., Brandt, J., Avidan, S., and Wu, Y. (May 01, 2012)
IEEE Conference on Computer Vision and Pattern Recognition, 2012.
Bilevel Sparse Coding for Coupled Feature Spaces
Yang, J., Wang, Z., Lin, Z., Shu, X., and Huang, T. (May 01, 2012)
IEEE Conference on Computer Vision and Pattern Recognition, 2012.
Multi-Scale Shared Features for Cascade Object Detection
Lin, Z., Hua, G., and Davis, L. (May 01, 2012)
IEEE International Conference on Image Processing, 2012.
Recognizing Human Actions by Learning and Matching Shape-Motion Prototype Trees
Jiang, Z., Lin, Z., and Davis, L. (Mar 01, 2012)
IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.34, no.3, pp.533-547, March 2012.
Learning A Discriminative Dictionary for Sparse Coding via Label Consistent K-SVD
Jiang, Z., Lin, Z., and Davis, L. (Jun 21, 2011)
IEEE Conference on Computer Vision and Pattern Recognition, 2011.
A Local Bag-of Features Model for Large-Scale Object Retrieval
Lin, Z., and Brandt, J. (Sep 05, 2010)
European Conference on Computer Vision, 2010.
A Tree-based Approach to Integrated Action Localization, Recognition and Segmentation
Jiang, Z., Lin, Z., and Davis, L. (Feb 01, 2010)
Third Workshop on Human Motion Understanding, Modeling, Capture and Animation, 2010.
Shape-based Human Detection and Segmentation via Hierarchical Part-Template Matching
Lin, Z. and Davis,L. (Jan 31, 2010)
IEEE Transactions on Pattern Analysis and Machine Intelligence, 32 (4), 2010.
Modeling Shape, Appearance and Motion for Human Movement Analysis
Lin, Z. (Jan 31, 2009)
PhD. Thesis, University of Maryland, College Park.
Multiple Instance Feature for Robust Part-based Object Detection
Lin, Z. ,Hua, G. and Davis,L. 2009 (Jan 31, 2009)
IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Miami, FL
Recognizing Actions by Shape-Motion Prototype Trees
Lin, Z., Jiang, Z. and Davis, L. (Jan 31, 2009)
IEEE International Conference on Computer Vision, Kyoto, Japan, 2009.
Learning Pairwise Dissimilarity Profiles for Appearance Recognition in Visual Surveillance
Lin, Z., Davis, L.S. (Jan 31, 2008)
International Symposium on Visual Computing (ISVC), Las Vegas, NV
A Pose-Invariant Descriptor for Human Detection and Segmentation
Lin, Z. and Davis, L. (Jan 31, 2008)
European Conference on Computer Vision (ECCV 2008), Marseille, France
UMD_VDT, an Integration of Detection and Tracking Methods for Multiple Human Tracking
Tran, Son., Lin, Z., Harwood, D. and Davis, L.S. (Jan 31, 2007)
NIST CLEAR Evaluation Workshop, Baltimore, MD
An Interactive Approach to Pose-Assisted and Appearance-based Segmentation of Humans
Lin, Z., Davis, L.S., Doermann, D. and DeMenthon, D. (Jan 31, 2007)
ICCV Workshop on Interactive Computer Vision, Rio de Janeiro, Brazil
Simultaneous Appearance Modeling and Segmentation for Matching People Under Occlusion
Lin, Z., Davis, L.S., Doermann, D. and DeMenthon, D. (Jan 31, 2007)
Asian Conference on Computer Vision (ACCV), Tokyo, Japan
Hierarchical Part-Template Matching for Human Detection and Segmentation
Lin, Z., Davis, L., Dementhon, D., and Doermann, D. (Jan 31, 2007)
IEEE International Conference on Computer Vision (ICCV 2007), Rio de Janeiro, Brazil
Robust Invariant Features for Object Recognition and Mobile Robot Navigation
Lin, Z., Kim, S. and Kweon, I.S. (Jan 31, 2005)
IAPR Conference on Machine Vision Applications (MVA), Tsukuba, Japan
Recognition-based Indoor Topological Navigation using Robust Invariant Features
Lin, Z., Kim, S. and Kweon, I.S. (Jan 31, 2005)
IEEE/RAS Conference on Intelligent Robots and Systems (IROS), Edmonton, Canada
