8:00-09:50 <\/strong>Session 1:\u00a0 PCA and Low Rank Recovery (Chair: Prof. Soon Ki Jung) 8:00-8:05 Opening (5 min) (Prof. Soon Ki Jung) 8:05-9:00 Unlabeled Principal Component Analysis (Invited Talk) (45 min)<\/strong><\/p>\n Manolis Tsakiris<\/a>, <\/strong>School of Information Science and Technology, ShanghaiTech University, China)<\/span><\/p>\n 9:00-9:25 Relaxations for Non-Separable Cardinality\/Rank Penalties (20 min) C. Olsson (Lund University, Sweden), Daniele Gerosa<\/strong> (Lund University), M. Carlsson (Lund University)<\/span><\/p>\n 9:25-9:50 Double-Weighted Low-Rank Matrix Recovery Based on Rank Estimation (20 min) Zhenqin Xu<\/strong> (WUST), H. Xing (WUST), S. Fang (WUST), S. Wu (School of Machinery and Automation, WUST), S. Xie (Institute for Infocomm Research, Singapore)<\/span><\/p>\n 11:00-12:30<\/strong> Session 2<\/strong>:\u00a0 Deep Subspace Learning and Clustering (Chair: Prof. Thierry Bouwmans)<\/strong><\/p>\n 11:00-11:55 A Critical View of Self-Expressive Deep Subspace Clustering (Invited Talk) (45 min) Ben Haeffele<\/a>, Johns Hopkins Mathematical Institute for Data Science, USA 11:55-12:25 <\/strong>Convolutional Auto-Encoder with Tensor-Train Factorization (20 min)<\/strong><\/p>\n Manish Sharma<\/strong> (RIT), P. Markopoulos (RIT), E. Saber (RIT), M. Salman Asif (University of California, Riverside), A. Prater-Bennette (Air Force Research Laboratory) 12:25-12:30 Discussion (5 min) <\/strong><\/p>\n 12:30-13:30<\/strong> Break 2 (Lunch) – 1h<\/p>\n 13:30-15:30 <\/strong>Session 3: Robust PCA and its Applications in Computer Vision (Chair: Prof. Mohamed Shehata) 13:30-14:25 Deep Unfolded Robust PCA: Method and Applications (45 min) Nikos Deligiannis<\/a>, Vrije Universiteit Brussel, IMEC, Belgium, and\u00a0 Yonina C. Eldar<\/a>, Weizmann Institute of Science, Isra\u00ebl<\/p>\n 14:25-14:50 Fast Robust Tensor Principal Component Analysis via Fiber CUR Decomposition (20 min) H. Cai (University of California, Los Angeles), Zehan Chao<\/strong> (University of California, Los Angeles), L. Huang (University of California, Los Angeles), D. Needell (UCLA)<\/span><\/p>\n 14:50-15:15 TransBlast: Self-Supervised Learning Using Augmented Subspace with Transformer for Background\/Foreground Separation (20 min) Islam Osman<\/strong> (University of British Columbia), M. Abdelpakey (University of British Columbia), M. Shehata (University of British Columbia)<\/span><\/p>\n 15:15-15:50 <\/strong>– Open Discussion<\/p>\n 15:50-16:30<\/strong> – Break 3 (Coffee) – 40 min<\/p>\n 16:30-18:00<\/strong> Session 4<\/strong> : Background\/Foreground Separation and Anomaly Detection (Chair: Prof. Panos Markopoulos) 16:30-17:00 <\/strong>Background\/Foreground Separation: Guided Attention based Adversarial Modeling (GAAM) versus Robust Subspace Learning Methods (20 min) Maryam Sultana<\/strong> (Kyungpook National University), A. Mahmood (Information Technology University), T. Bouwmans (Univ. La Rochelle), M. Haris Khan (Muhammad Bin Zayed University of Artificial Intelligence), S . Jung (Kyungpook National University)<\/span><\/p>\n 17:00-17:30 <\/strong>Graph CNN for Moving Object Detection in Complex Environments from Unseen Videos (20 min) Jhony Giraldo<\/strong> (Univ. La Rochelle), S. Javed (Khalifa University of Science and Technology), N. Werghi (Khalifa University of Science and Technology), T. Bouwmans (Univ. La Rochelle)<\/span><\/p>\n 17h30-18:00\u00a0 <\/strong>Synthetic Temporal Anomaly Guided End-to-End Video Anomaly Detection (20 min) Marcella Astrid<\/strong> (University of Science and Technology), M. Zaigham Zaheer (University of Science and Technology), S. Lee (Electronics and Telecommunication Research Institute)<\/span><\/p>\n \u00a0<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":" 8:00-09:50 Session 1:\u00a0 PCA and Low Rank Recovery (Chair: Prof. Soon Ki Jung) 8:00-8:05 Opening (5 min) (Prof. Soon Ki Jung) 8:05-9:00 Unlabeled Principal Component Analysis (Invited Talk) (45 min) Manolis Tsakiris, School of Information Science and Technology, ShanghaiTech University, China) 9:00-9:25 Relaxations for Non-Separable Cardinality\/Rank Penalties (20 min) C. Olsson (Lund University, Sweden), Daniele […]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-57","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/rsl-cv.univ-lr.fr\/2021\/index.php?rest_route=\/wp\/v2\/pages\/57","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rsl-cv.univ-lr.fr\/2021\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/rsl-cv.univ-lr.fr\/2021\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/rsl-cv.univ-lr.fr\/2021\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/rsl-cv.univ-lr.fr\/2021\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=57"}],"version-history":[{"count":30,"href":"https:\/\/rsl-cv.univ-lr.fr\/2021\/index.php?rest_route=\/wp\/v2\/pages\/57\/revisions"}],"predecessor-version":[{"id":552,"href":"https:\/\/rsl-cv.univ-lr.fr\/2021\/index.php?rest_route=\/wp\/v2\/pages\/57\/revisions\/552"}],"wp:attachment":[{"href":"https:\/\/rsl-cv.univ-lr.fr\/2021\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=57"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
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