Robust Subspace Learning and Applications in Computer Vision

Learning Robust Representations for Computer Vision

Peng Zheng,

Aleksandr Y. Aravkin,

Karthikeyan Natesan Ramamurthy,

Jayaraman Jayaraman Thiagarajan

[pdf] [arXiv]

[bibtex]

@InProceedings{Zheng_2017_ICCV_Workshops,
author = {Zheng, Peng and Aravkin, Aleksandr Y. and Natesan Ramamurthy, Karthikeyan and Jayaraman Thiagarajan, Jayaraman},
title = {Learning Robust Representations for Computer Vision},
booktitle = {Proceedings of the IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2017}
}

Variational Robust Subspace Clustering With Mean Update Algorithm

Sergej Dogadov,

Andres Masegosa,

Shinichi Nakajima

[pdf]

[bibtex]

@InProceedings{Dogadov_2017_ICCV_Workshops,
author = {Dogadov, Sergej and Masegosa, Andres and Nakajima, Shinichi},
title = {Variational Robust Subspace Clustering With Mean Update Algorithm},
booktitle = {Proceedings of the IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2017}
}

Manifold Constrained Low-Rank Decomposition

Chen Chen,

Baochang Zhang,

Alessio Del Bue,

Vittorio Murino

[pdf] [arXiv]

[bibtex]

@InProceedings{Chen_2017_ICCV_Workshops,
author = {Chen, Chen and Zhang, Baochang and Del Bue, Alessio and Murino, Vittorio},
title = {Manifold Constrained Low-Rank Decomposition},
booktitle = {Proceedings of the IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2017}
}

A Non-Convex Relaxation for Fixed-Rank Approximation

Carl Olsson,

Marcus Carlsson,

Erik Bylow

[pdf] [arXiv]

[bibtex]

@InProceedings{Olsson_2017_ICCV_Workshops,
author = {Olsson, Carl and Carlsson, Marcus and Bylow, Erik},
title = {A Non-Convex Relaxation for Fixed-Rank Approximation},
booktitle = {Proceedings of the IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2017}
}

Robust and Scalable Column/Row Sampling From Corrupted Big Data

Mostafa Rahmani,

George Atia

[pdf] [arXiv]

[bibtex]

@InProceedings{Rahmani_2017_ICCV_Workshops,
author = {Rahmani, Mostafa and Atia, George},
title = {Robust and Scalable Column/Row Sampling From Corrupted Big Data},
booktitle = {Proceedings of the IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2017}
}

Fast Approximate Karhunen-Loeve Transform for Three-Way Array Data

Hayato Itoh,

Atsushi Imiya,

Tomoya Sakai

[pdf]

[bibtex]

@InProceedings{Itoh_2017_ICCV_Workshops,
author = {Itoh, Hayato and Imiya, Atsushi and Sakai, Tomoya},
title = {Fast Approximate Karhunen-Loeve Transform for Three-Way Array Data},
booktitle = {Proceedings of the IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2017}
}

A Batch-Incremental Video Background Estimation Model Using Weighted Low-Rank Approximation of Matrices

Aritra Dutta,

Xin Li,

Peter Richtarik

[pdf] [arXiv]

[bibtex]

@InProceedings{Dutta_2017_ICCV_Workshops,
author = {Dutta, Aritra and Li, Xin and Richtarik, Peter},
title = {A Batch-Incremental Video Background Estimation Model Using Weighted Low-Rank Approximation of Matrices},
booktitle = {Proceedings of the IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2017}
}

Panning and Jitter Invariant Incremental Principal Component Pursuit for Video Background Modeling

Gustavo Chau,

Paul Rodriguez

[pdf]

[bibtex]

@InProceedings{Chau_2017_ICCV_Workshops,
author = {Chau, Gustavo and Rodriguez, Paul},
title = {Panning and Jitter Invariant Incremental Principal Component Pursuit for Video Background Modeling},
booktitle = {Proceedings of the IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2017}
}

Weighted Low Rank Approximation for Background Estimation Problems

Aritra Dutta,

Xin Li

[pdf] [arXiv]

[bibtex]

@InProceedings{Dutta_2017_ICCV_Workshops,
author = {Dutta, Aritra and Li, Xin},
title = {Weighted Low Rank Approximation for Background Estimation Problems},
booktitle = {Proceedings of the IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2017}
}

Dynamic Mode Decomposition for Background Modeling

J. Nathan Kutz,

N. Benjamin Erichson,

Travis Askham,

Seth Pendergrass,

Steven L. Brunton

[pdf]

[bibtex]

@InProceedings{Kutz_2017_ICCV_Workshops,
author = {Nathan Kutz, J. and Benjamin Erichson, N. and Askham, Travis and Pendergrass, Seth and Brunton, Steven L.},
title = {Dynamic Mode Decomposition for Background Modeling},
booktitle = {Proceedings of the IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2017}
}

Background Subtraction via Fast Robust Matrix Completion

Behnaz Rezaei,

Sarah Ostadabbas

[pdf] [arXiv]

[bibtex]

@InProceedings{Rezaei_2017_ICCV_Workshops,
author = {Rezaei, Behnaz and Ostadabbas, Sarah},
title = {Background Subtraction via Fast Robust Matrix Completion},
booktitle = {Proceedings of the IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2017}
}

Compressed Singular Value Decomposition for Image and Video Processing

N. Benjamin Erichson,

Steven L. Brunton,

J. Nathan Kutz

[pdf]

[bibtex]

@InProceedings{Erichson_2017_ICCV_Workshops,
author = {Benjamin Erichson, N. and Brunton, Steven L. and Nathan Kutz, J.},
title = {Compressed Singular Value Decomposition for Image and Video Processing},
booktitle = {Proceedings of the IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2017}
}

UHD Video Super-Resolution Using Low-Rank and Sparse Decomposition

Salehe Erfanian Ebadi,

Valia Guerra Ones,

Ebroul Izquierdo

[pdf]

[bibtex]

@InProceedings{Ebadi_2017_ICCV_Workshops,
author = {Erfanian Ebadi, Salehe and Guerra Ones, Valia and Izquierdo, Ebroul},
title = {UHD Video Super-Resolution Using Low-Rank and Sparse Decomposition},
booktitle = {Proceedings of the IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2017}
}