Program

08:30-08:45 Opening

Session 1 : Robust Subspace Learning/Clustering (Chair: P. Rodriguez)

08:45-09:35 Invited Talk

Globally Optimal Structured Low-Rank Matrix and Tensor Factorization

R. Vidal, Johns Hopkins University, USA.

09:35-10:00 A Simple Method for Subspace Estimation with Corrupted Columns

V. Larsson, C. Olsson, F. Kahl

10:00-10:30 Coffee Break

10:30-10:55 Dual Principal Component Pursuit

M. Tsakiris, R. Vidal

10:55-11:20 Sparse Subspace Clustering for Incomplete Images

X. Wen, L. Qiao, S. Ma, W. Liu, H. Cheng

11:20-11:45 Filtrated Spectral Algebraic Subspace Clustering

M. Tsakiris, R. Vidal

11:45-13:00 Lunch

Session 2 : Applications to Image and Video Processing (Chair: E. Zahzah)

13:00-13:50 Invited Talk

Low-rank plus sparse dynamic MRI: Accelerated data acquisition, robust background suppression and self-learning of inter-frame motion fields

R. Otazo, New York University School of Medicine, USA.

13:50-14:15 Pose and expression-coherent face recovery in the wild

X. Burgos-Artizzu, J. Zepeda, F. Leclerc, P. Perez

14:15-14:35 Robust matrix regression for illumination and occlusion tolerant face recognition

J. Xie, J. Yang, J. Qian, Y. Tai

14:35-15:00 Image Saliency Detection with Sparse Representation of Learnt Texture Atoms

L. Jiang, M. Xu, Z. Ye, Z. Wang

15:00-15:30 Coffee Break

15:30- 15:50 Object Extraction from Bounding Box Prior with Double Sparse Reconstruction

L. Dai, J. Ding, J. Yang, F. Zhang, J. Li

15:50-16:10 Visual Tracking via Nonnegative Regularization Multiple Locality Coding

F. Liu, T. Zhou, J. Yang , I. Gu

Session 3: Applications to Background/Foreground Separation (Chair: T. Bouwmans)

16:10-16:50 Invited Talk

Incremental Robust Principal Component Analysis for Video Background Modeling: theory, applications and jitter invariant extension.

P.  Rodriguez, Pontificia Universidad Católica del Perú, Perú.

16:50-17:10 Multi-resolution dynamic mode decomposition for foreground/background separation and object tracking

J. Nathan Kutz, S. Brunton, X. Fu

17:10-17:30 Background Subtraction via Superpixel-based Online Matrix Decomposition with Structured Foreground Constraints

S. Javed, S. Oh, A. Sobral, T. Bouwmans , S. Jung

17:30-17:50 Adaptive Low Rank Approximation of Tensors

C. Navasca, X. Wang

17:50-18:10 Online Stochastic Tensor Decomposition for Background Subtraction in Multispectral Video Sequences

A. Sobral, S. Javed, S. Jung, T. Bouwmans, E. Zahzah

18:10-18:30 Panel Discussion