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 = {The IEEE International Conference on Computer Vision (ICCV)},
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 = {The IEEE International Conference on Computer Vision (ICCV)},
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 = {The IEEE International Conference on Computer Vision (ICCV)},
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 = {The IEEE International Conference on Computer Vision (ICCV)},
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 = {The IEEE International Conference on Computer Vision (ICCV)},
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 = {The IEEE International Conference on Computer Vision (ICCV)},
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 = {The IEEE International Conference on Computer Vision (ICCV)},
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 = {The IEEE International Conference on Computer Vision (ICCV)},
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 = {The IEEE International Conference on Computer Vision (ICCV)},
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 = {The IEEE International Conference on Computer Vision (ICCV)},
month = {Oct},
year = {2017}
}

Background Subtraction via Fast Robust Matrix Completion
Behnaz Rezaei,
Sarah Ostadabbas
[pdf]
[bibtex]
@InProceedings{Rezaei_2017_ICCV_Workshops,
author = {Rezaei, Behnaz and Ostadabbas, Sarah},
title = {Background Subtraction via Fast Robust Matrix Completion},
booktitle = {The IEEE International Conference on Computer Vision (ICCV)},
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 = {The IEEE International Conference on Computer Vision (ICCV)},
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 = {The IEEE International Conference on Computer Vision (ICCV)},
month = {Oct},
year = {2017}
}