Yong Jae Lee
Postdoctoral Fellow
UC Berkeley, EECS
yjlee22 at eecs dot berkeley dot edu
Google Scholar



I am a Postdoctoral Fellow at UC Berkeley working with Alyosha Efros.  Before this, I spent a year as a Postdoctoral Fellow in the Robotics Institute at Carnegie Mellon University (8/2012-8/2013), where I had the good fortune to work with Alyosha Efros and Martial HebertI obtained my Ph.D. from the University of Texas at Austin in May 2012 under the supervision of Kristen GraumanI have also worked with Larry Zitnick and Michael Cohen as a summer intern at Microsoft Research.


News

(5/2014): I will join the CS department at UC Davis as an Assistant Professor starting Fall 2014!
(5/2014): Albert Ali Salah, Hyun Soo Park, Louis-Phillippe Morency, Yaser Sheikh, Rita Cucchiara, and I are organizing the 5th International Workshop on Human Behavior Understanding in conjunction with ECCV 2014.  We look forward to your participation, paper, and presentation.

Research Interests

Computer vision, Machine learning, Computer graphics


Education

The University of Texas at Austin, TX, USA
Ph.D., Electrical and Computer Engineering (Aug 2006 - May 2012)
Ph.D. Thesis: Visual Object Category Discovery in Images and Videos [pdf]
M.S. Thesis: Foreground Focus: Finding Meaningful Features in Unlabeled Images [pdf]

University of Illinois at Urbana-Champaign, IL, USA
B.S., Electrical and Computer Engineering (Aug 2002 - May 2006)

Publications



AverageExplorer: Interactive Exploration and Alignment of Visual Data Collections
J-Y. Zhu, Y. J. Lee, and A. A. Efros.
ACM Transactions on Graphics (Proceedings of SIGGRAPH), 2014. (Oral)
[project page]





Style-aware Mid-level Representation for Discovering Visual Connections in Space and Time
Y. J. Lee, A. A. Efros, and M. Hebert
Proceedings of the IEEE International Conference on Computer Vision (ICCV), 2013 (Oral)

[project page] [slides] [code] [data] [video presentation]




Discovering Important People and Objects for Egocentric Video Summarization
Y. J. Lee, J. Ghosh, and K. Grauman
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2012

[project page] [supp] [extended abstract]



Object-Graphs for Context-Aware Visual Category Discovery
Y. J. Lee and K. Grauman
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2012

[project page] [code]




Key-Segments for Video Object Segmentation
Y. J. Lee, J. Kim, and K. Grauman
Proceedings of the IEEE International Conference on Computer Vision (ICCV), 2011
[project page] [code] [data]



ShadowDraw: Real-Time User Guidance for Freehand Drawing
Y. J. Lee, C. L. Zitnick, and M. Cohen
ACM Transactions on Graphics (Proceedings of SIGGRAPH), 2011 (Oral)
[project page] [slides] [video] [youtube] [data]



Face Discovery with Social Context
Y. J. Lee and K. Grauman
Proceedings of the British Machine Vision Conference (BMVC), 2011
[project page] [extended abstract]



Learning the Easy Things First: Self-Paced Visual Category Discovery
Y. J. Lee and K. Grauman
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 201
1
[project page]



Object-Graphs for Context-Aware Category Discovery
Y. J. Lee and K. Grauman
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2010 (Oral)
[project page] [supp] [slides] [code]



Collect-Cut: Segmentation with Top-Down Cues Discovered in Multi-Object Images
Y. J. Lee and K. Grauman
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition
(CVPR), 2010
[project page] [supp] [data]



Foreground Focus: Unsupervised Learning from Partially Matching Images
Y. J. Lee and K. Grauman
International Journal of Computer Vision
(IJCV), 2009
[project page]



Shape Discovery from Unlabeled Image Collections
Y. J. Lee and K. Grauman
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2009
[project page]
[supp]



Foreground Focus: Finding Meaningful Features in Unlabeled Images
Y. J. Lee and K. Grauman
Proceedings of the British Machine Vision Conference (BMVC), 2008 (Oral)
[project page]
[slides]



Ray-based Color Image Segmentation
C. Xu, Y. J. Lee, and B. Kuipers
Proceedings of the Canadian Conference on Computer and Robot Vision (CRV), 2008.


Reading Groups

Vision and Learning