Multi-Discipline Approach for Learning Concepts - Zero-Shot, One-Shot, Few-Shot and Beyond


Enhancing Visual Embeddings through Weakly Supervised Captioning for Zero-Shot Learning
Matteo Bustreo,
Jacopo Cavazza,
Vittorio Murino
[pdf]
[bibtex]
@InProceedings{Bustreo_2019_ICCV_Workshops,
author = {Bustreo, Matteo and Cavazza, Jacopo and Murino, Vittorio},
title = {Enhancing Visual Embeddings through Weakly Supervised Captioning for Zero-Shot Learning},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

ProtoGAN: Towards Few Shot Learning for Action Recognition
Sai Kumar Dwivedi,
Vikram Gupta,
Rahul Mitra,
Shuaib Ahmed,
Arjun Jain
[pdf]
[bibtex]
@InProceedings{Dwivedi_2019_ICCV_Workshops,
author = {Kumar Dwivedi, Sai and Gupta, Vikram and Mitra, Rahul and Ahmed, Shuaib and Jain, Arjun},
title = {ProtoGAN: Towards Few Shot Learning for Action Recognition},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Deep Metric Transfer for Label Propagation with Limited Annotated Data
Bin Liu,
Zhirong Wu,
Han Hu,
Stephen Lin
[pdf]
[bibtex]
@InProceedings{Liu_2019_ICCV_Workshops,
author = {Liu, Bin and Wu, Zhirong and Hu, Han and Lin, Stephen},
title = {Deep Metric Transfer for Label Propagation with Limited Annotated Data},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Task-Discriminative Domain Alignment for Unsupervised Domain Adaptation
Behnam Gholami,
Pritish Sahu,
Minyoung Kim,
Vladimir Pavlovic
[pdf]
[bibtex]
@InProceedings{Gholami_2019_ICCV_Workshops,
author = {Gholami, Behnam and Sahu, Pritish and Kim, Minyoung and Pavlovic, Vladimir},
title = {Task-Discriminative Domain Alignment for Unsupervised Domain Adaptation},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Bayesian 3D ConvNets for Action Recognition from Few Examples
Martin de la Riva,
Pascal Mettes
[pdf]
[bibtex]
@InProceedings{Riva_2019_ICCV_Workshops,
author = {de la Riva, Martin and Mettes, Pascal},
title = {Bayesian 3D ConvNets for Action Recognition from Few Examples},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Input and Weight Space Smoothing for Semi-Supervised Learning
Safa Cicek,
Stefano Soatto
[pdf]
[bibtex]
@InProceedings{Cicek_2019_ICCV_Workshops,
author = {Cicek, Safa and Soatto, Stefano},
title = {Input and Weight Space Smoothing for Semi-Supervised Learning},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Picking Groups Instead of Samples: A Close Look at Static Pool-Based Meta-Active Learning
Ignasi Mas,
Ramon Morros,
Veronica Vilaplana
[pdf]
[bibtex]
@InProceedings{Mas_2019_ICCV_Workshops,
author = {Mas, Ignasi and Morros, Ramon and Vilaplana, Veronica},
title = {Picking Groups Instead of Samples: A Close Look at Static Pool-Based Meta-Active Learning},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Zero-Shot Semantic Segmentation via Variational Mapping
Naoki Kato,
Toshihiko Yamasaki,
Kiyoharu Aizawa
[pdf]
[bibtex]
@InProceedings{Kato_2019_ICCV_Workshops,
author = {Kato, Naoki and Yamasaki, Toshihiko and Aizawa, Kiyoharu},
title = {Zero-Shot Semantic Segmentation via Variational Mapping},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Retro-Actions: Learning 'Close' by Time-Reversing 'Open' Videos
Will Price,
Dima Damen
[pdf]
[bibtex]
@InProceedings{Price_2019_ICCV_Workshops,
author = {Price, Will and Damen, Dima},
title = {Retro-Actions: Learning 'Close' by Time-Reversing 'Open' Videos},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Meta Module Generation for Fast Few-Shot Incremental Learning
Shudong Xie,
Yiqun Li,
Dongyun Lin,
Tin Lay Nwe,
Sheng Dong
[pdf]
[bibtex]
@InProceedings{Xie_2019_ICCV_Workshops,
author = {Xie, Shudong and Li, Yiqun and Lin, Dongyun and Lay Nwe, Tin and Dong, Sheng},
title = {Meta Module Generation for Fast Few-Shot Incremental Learning},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Adversarial Joint-Distribution Learning for Novel Class Sketch-Based Image Retrieval
Anubha Pandey,
Ashish Mishra,
Vinay Kumar Verma,
Anurag Mittal
[pdf]
[bibtex]
@InProceedings{Pandey_2019_ICCV_Workshops,
author = {Pandey, Anubha and Mishra, Ashish and Kumar Verma, Vinay and Mittal, Anurag},
title = {Adversarial Joint-Distribution Learning for Novel Class Sketch-Based Image Retrieval},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Weakly Supervised One Shot Segmentation
Hasnain Raza,
Mahdyar Ravanbakhsh,
Tassilo Klein,
Moin Nabi
[pdf]
[bibtex]
@InProceedings{Raza_2019_ICCV_Workshops,
author = {Raza, Hasnain and Ravanbakhsh, Mahdyar and Klein, Tassilo and Nabi, Moin},
title = {Weakly Supervised One Shot Segmentation},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Object Grounding via Iterative Context Reasoning
Lei Chen,
Mengyao Zhai,
Jiawei He,
Greg Mori
[pdf]
[bibtex]
@InProceedings{Chen_2019_ICCV_Workshops,
author = {Chen, Lei and Zhai, Mengyao and He, Jiawei and Mori, Greg},
title = {Object Grounding via Iterative Context Reasoning},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Zero-Shot Hyperspectral Image Denoising With Separable Image Prior
Ryuji Imamura,
Tatsuki Itasaka,
Masahiro Okuda
[pdf]
[bibtex]
@InProceedings{Imamura_2019_ICCV_Workshops,
author = {Imamura, Ryuji and Itasaka, Tatsuki and Okuda, Masahiro},
title = {Zero-Shot Hyperspectral Image Denoising With Separable Image Prior},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}