Robust Subspace Learning and Applications in Computer Vision

Relaxations for Non-Separable Cardinality/Rank Penalties

Carl Olsson,

Daniele Gerosa,

Marcus Carlsson

[pdf] [supp] [arXiv]

[bibtex]

@InProceedings{Olsson_2021_ICCV, author = {Olsson, Carl and Gerosa, Daniele and Carlsson, Marcus}, title = {Relaxations for Non-Separable Cardinality/Rank Penalties}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {162-171} }

TransBlast: Self-Supervised Learning Using Augmented Subspace With Transformer for Background/Foreground Separation

Islam Osman,

Mohamed Abdelpakey,

Mohamed S. Shehata

[pdf]

[bibtex]

@InProceedings{Osman_2021_ICCV, author = {Osman, Islam and Abdelpakey, Mohamed and Shehata, Mohamed S.}, title = {TransBlast: Self-Supervised Learning Using Augmented Subspace With Transformer for Background/Foreground Separation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {215-224} }

Graph CNN for Moving Object Detection in Complex Environments From Unseen Videos

Jhony H. Giraldo,

Sajid Javed,

Naoufel Werghi,

Thierry Bouwmans

[pdf]

[bibtex]

@InProceedings{Giraldo_2021_ICCV, author = {Giraldo, Jhony H. and Javed, Sajid and Werghi, Naoufel and Bouwmans, Thierry}, title = {Graph CNN for Moving Object Detection in Complex Environments From Unseen Videos}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {225-233} }

Background/Foreground Separation: Guided Attention Based Adversarial Modeling (GAAM) Versus Robust Subspace Learning Methods

Maryam Sultana,

Arif Mahmood,

Thierry Bouwmans,

Muhammad Haris Khan,

Soon Ki Jung

[pdf]

[bibtex]

@InProceedings{Sultana_2021_ICCV, author = {Sultana, Maryam and Mahmood, Arif and Bouwmans, Thierry and Khan, Muhammad Haris and Jung, Soon Ki}, title = {Background/Foreground Separation: Guided Attention Based Adversarial Modeling (GAAM) Versus Robust Subspace Learning Methods}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {181-188} }

Double-Weighted Low-Rank Matrix Recovery Based on Rank Estimation

Zhengqin Xu,

Huasong Xing,

Shun Fang,

Shiqian Wu,

Shoulie Xie

[pdf] [supp]

[bibtex]

@InProceedings{Xu_2021_ICCV, author = {Xu, Zhengqin and Xing, Huasong and Fang, Shun and Wu, Shiqian and Xie, Shoulie}, title = {Double-Weighted Low-Rank Matrix Recovery Based on Rank Estimation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {172-180} }

Fast Robust Tensor Principal Component Analysis via Fiber CUR Decomposition

HanQin Cai,

Zehan Chao,

Longxiu Huang,

Deanna Needell

[pdf] [arXiv]

[bibtex]

@InProceedings{Cai_2021_ICCV, author = {Cai, HanQin and Chao, Zehan and Huang, Longxiu and Needell, Deanna}, title = {Fast Robust Tensor Principal Component Analysis via Fiber CUR Decomposition}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {189-197} }

Convolutional Auto-Encoder With Tensor-Train Factorization

Manish Sharma,

Panos P. Markopoulos,

Eli Saber,

M. Salman Asif,

Ashley Prater-Bennette

[pdf]

[bibtex]

@InProceedings{Sharma_2021_ICCV, author = {Sharma, Manish and Markopoulos, Panos P. and Saber, Eli and Asif, M. Salman and Prater-Bennette, Ashley}, title = {Convolutional Auto-Encoder With Tensor-Train Factorization}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {198-206} }

Synthetic Temporal Anomaly Guided End-to-End Video Anomaly Detection

Marcella Astrid,

Muhammad Zaigham Zaheer,

Seung-Ik Lee

[pdf] [arXiv]

[bibtex]

@InProceedings{Astrid_2021_ICCV, author = {Astrid, Marcella and Zaheer, Muhammad Zaigham and Lee, Seung-Ik}, title = {Synthetic Temporal Anomaly Guided End-to-End Video Anomaly Detection}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {207-214} }