Transferring and Adapting Source Knowledge in Computer Vision


Curriculum Learning for Multi-Task Classification of Visual Attributes
Nikolaos Sarafianos,
Theodore Giannakopoulos,
Christophoros Nikou,
Ioannis A. Kakadiaris
[pdf] [arXiv]
[bibtex]
@InProceedings{Sarafianos_2017_ICCV_Workshops,
author = {Sarafianos, Nikolaos and Giannakopoulos, Theodore and Nikou, Christophoros and Kakadiaris, Ioannis A.},
title = {Curriculum Learning for Multi-Task Classification of Visual Attributes},
booktitle = {The IEEE International Conference on Computer Vision (ICCV)},
month = {Oct},
year = {2017}
}

Zero-Shot Learning Posed as a Missing Data Problem
Bo Zhao,
Botong Wu,
Tianfu Wu,
Yizhou Wang
[pdf] [arXiv]
[bibtex]
@InProceedings{Zhao_2017_ICCV_Workshops,
author = {Zhao, Bo and Wu, Botong and Wu, Tianfu and Wang, Yizhou},
title = {Zero-Shot Learning Posed as a Missing Data Problem},
booktitle = {The IEEE International Conference on Computer Vision (ICCV)},
month = {Oct},
year = {2017}
}

Deep Modality Invariant Adversarial Network for Shared Representation Learning
Kuniaki Saito,
Yusuke Mukuta,
Yoshitaka Ushiku,
Tatsuya Harada
[pdf]
[bibtex]
@InProceedings{Saito_2017_ICCV_Workshops,
author = {Saito, Kuniaki and Mukuta, Yusuke and Ushiku, Yoshitaka and Harada, Tatsuya},
title = {Deep Modality Invariant Adversarial Network for Shared Representation Learning},
booktitle = {The IEEE International Conference on Computer Vision (ICCV)},
month = {Oct},
year = {2017}
}

Discrepancy-Based Networks for Unsupervised Domain Adaptation: A Comparative Study
Gabriela Csurka,
Fabien Baradel,
Boris Chidlovskii,
Stephane Clinchant
[pdf]
[bibtex]
@InProceedings{Csurka_2017_ICCV_Workshops,
author = {Csurka, Gabriela and Baradel, Fabien and Chidlovskii, Boris and Clinchant, Stephane},
title = {Discrepancy-Based Networks for Unsupervised Domain Adaptation: A Comparative Study},
booktitle = {The IEEE International Conference on Computer Vision (ICCV)},
month = {Oct},
year = {2017}
}

Adaptive SVM+: Learning With Privileged Information for Domain Adaptation
Nikolaos Sarafianos,
Michalis Vrigkas,
Ioannis A. Kakadiaris
[pdf]
[bibtex]
@InProceedings{Sarafianos_2017_ICCV_Workshops,
author = {Sarafianos, Nikolaos and Vrigkas, Michalis and Kakadiaris, Ioannis A.},
title = {Adaptive SVM+: Learning With Privileged Information for Domain Adaptation},
booktitle = {The IEEE International Conference on Computer Vision (ICCV)},
month = {Oct},
year = {2017}
}

Deep Depth Domain Adaptation: A Case Study
Novi Patricia,
Fabio M. Carlucci,
Barbara Caputo
[pdf]
[bibtex]
@InProceedings{Patricia_2017_ICCV_Workshops,
author = {Patricia, Novi and Carlucci, Fabio M. and Caputo, Barbara},
title = {Deep Depth Domain Adaptation: A Case Study },
booktitle = {The IEEE International Conference on Computer Vision (ICCV)},
month = {Oct},
year = {2017}
}

Deep Domain Adaptation by Geodesic Distance Minimization
Yifei Wang,
Wen Li,
Dengxin Dai,
Luc Van Gool
[pdf] [arXiv]
[bibtex]
@InProceedings{Wang_2017_ICCV_Workshops,
author = {Wang, Yifei and Li, Wen and Dai, Dengxin and Van Gool, Luc},
title = {Deep Domain Adaptation by Geodesic Distance Minimization},
booktitle = {The IEEE International Conference on Computer Vision (ICCV)},
month = {Oct},
year = {2017}
}

Inferring Human Activities Using Robust Privileged Probabilistic Learning
Michalis Vrigkas,
Evangelos Kazakos,
Christophoros Nikou,
Ioannis A. Kakadiaris
[pdf] [arXiv]
[bibtex]
@InProceedings{Vrigkas_2017_ICCV_Workshops,
author = {Vrigkas, Michalis and Kazakos, Evangelos and Nikou, Christophoros and Kakadiaris, Ioannis A.},
title = {Inferring Human Activities Using Robust Privileged Probabilistic Learning},
booktitle = {The IEEE International Conference on Computer Vision (ICCV)},
month = {Oct},
year = {2017}
}

Generating Visual Representations for Zero-Shot Classification
Maxime Bucher,
Stephane Herbin,
Frederic Jurie
[pdf] [arXiv]
[bibtex]
@InProceedings{Bucher_2017_ICCV_Workshops,
author = {Bucher, Maxime and Herbin, Stephane and Jurie, Frederic},
title = {Generating Visual Representations for Zero-Shot Classification},
booktitle = {The IEEE International Conference on Computer Vision (ICCV)},
month = {Oct},
year = {2017}
}

Exploiting Convolution Filter Patterns for Transfer Learning
Mehmet Aygun,
Yusuf Aytar,
Hazim Kemal Ekenel
[pdf] [arXiv]
[bibtex]
@InProceedings{Aygun_2017_ICCV_Workshops,
author = {Aygun, Mehmet and Aytar, Yusuf and Kemal Ekenel, Hazim},
title = {Exploiting Convolution Filter Patterns for Transfer Learning},
booktitle = {The IEEE International Conference on Computer Vision (ICCV)},
month = {Oct},
year = {2017}
}