High-Dimensional and Low-Quality Visual Information Processing

- Introduction

- Sparse Structure for Visual Signal Sensing

- Graph Structure for Visual Signal Sensing

- Discriminative Structure for Visual Signal Understanding

- Information Theoretic Structure for Visual Signal Understanding

- Conclusions

Bio Yue Deng received the B.E. degree (Hons.) in automatic control from Southeast University, Nanjing,

China, in 2008 and Ph.D. degree (Hons.) in control science from the Department of Automation, Tsinghua University, Beijing, China, in 2013. He was a Visiting Scholar with the School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, from 2010 to 2011. He is currently an Associate Professor with the School of Electronic Science and Engineering, Nanjing University, Nanjing, China.

Zhang,"Graph

Dr. Deng's current research interests include computer vision, machine learning and computational biology. He is the first author of more than 10 papers published on the worldwide reputable journals and conferences. He was a recipient of the Microsoft global fellowship for young computer scientist in 2010, National Ph.D Scholarship in 2012, best control award of International Air Robotic competition in 2012. His dissertation was nominated as the outstanding Ph.D thesis by Tsinghua University in 2013.

Honors:
- Outstanding Ph.D thesis award of Tsinghua University, 2013
- Best Control Award of International Aerial Robotic Competition, 2012
- National Ph.D Fellowship, 2012
- First Class Scholarship of Tsinghua University, 2012
- Microsoft Global Fellowship for young Computer Scientist, 2010.
- First class award in Tsinghua-UC, Berkeley Global Technical Challenge Competition, 2010.
- Rockwell Global Scholarship, 2006.

Publications:
- Yue Deng, Q. Dai, R. Liu, Z. Zhang and S.Hu, "Low-Rank Structure Learning via Non-convex Heuristic Recovery", IEEE Transactions on Neural Network and Learning Systems, March, Pages 383-396, 2013 (Spotlight Paper)
- Yue Deng, Y. Liu, Q. Dai, Z. Zhang and Y. Wang, "Noisy Depth Maps Fusion for Multiview Stereo Via Matrix Completion", IEEE Journal of Selected Topics in Signal Processing, (IEEE J-STSP) Sep. Issue, 2012.
- Yue Deng, Q. Dai and Z. Zhang, "Graph Laplace for Partially Occluded Face Completion and