Continual Learning in Computer Vision

Lifelong Machine Learning With Deep Streaming Linear Discriminant Analysis

Tyler L. Hayes,

Christopher Kanan

[pdf]

[bibtex]

@InProceedings{Hayes_2020_CVPR_Workshops,
author = {Hayes, Tyler L. and Kanan, Christopher},
title = {Lifelong Machine Learning With Deep Streaming Linear Discriminant Analysis},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Cognitively-Inspired Model for Incremental Learning Using a Few Examples

Ali Ayub,

Alan R. Wagner

[pdf] [supp]

[bibtex]

@InProceedings{Ayub_2020_CVPR_Workshops,
author = {Ayub, Ali and Wagner, Alan R.},
title = {Cognitively-Inspired Model for Incremental Learning Using a Few Examples},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Continual Learning of Object Instances

Kishan Parshotam,

Mert Kilickaya

[pdf]

[bibtex]

@InProceedings{Parshotam_2020_CVPR_Workshops,
author = {Parshotam, Kishan and Kilickaya, Mert},
title = {Continual Learning of Object Instances},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Generative Feature Replay for Class-Incremental Learning

Xialei Liu,

Chenshen Wu,

Mikel Menta,

Luis Herranz,

Bogdan Raducanu,

Andrew D. Bagdanov,

Shangling Jui,

Joost van de Weijer

[pdf] [supp]

[bibtex]

@InProceedings{Liu_2020_CVPR_Workshops,
author = {Liu, Xialei and Wu, Chenshen and Menta, Mikel and Herranz, Luis and Raducanu, Bogdan and Bagdanov, Andrew D. and Jui, Shangling and de Weijer, Joost van},
title = {Generative Feature Replay for Class-Incremental Learning},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Stream-51: Streaming Classification and Novelty Detection From Videos

Ryne Roady,

Tyler L. Hayes,

Hitesh Vaidya,

Christopher Kanan

[pdf]

[bibtex]

@InProceedings{Roady_2020_CVPR_Workshops,
author = {Roady, Ryne and Hayes, Tyler L. and Vaidya, Hitesh and Kanan, Christopher},
title = {Stream-51: Streaming Classification and Novelty Detection From Videos},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

CatNet: Class Incremental 3D ConvNets for Lifelong Egocentric Gesture Recognition

Zhengwei Wang,

Qi She,

Tejo Chalasani,

Aljosa Smolic

[pdf]

[bibtex]

@InProceedings{Wang_2020_CVPR_Workshops,
author = {Wang, Zhengwei and She, Qi and Chalasani, Tejo and Smolic, Aljosa},
title = {CatNet: Class Incremental 3D ConvNets for Lifelong Egocentric Gesture Recognition},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Dropout as an Implicit Gating Mechanism for Continual Learning

Seyed Iman Mirzadeh,

Mehrdad Farajtabar,

Hassan Ghasemzadeh

[pdf]

[bibtex]

@InProceedings{Mirzadeh_2020_CVPR_Workshops,
author = {Mirzadeh, Seyed Iman and Farajtabar, Mehrdad and Ghasemzadeh, Hassan},
title = {Dropout as an Implicit Gating Mechanism for Continual Learning},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

What Is Happening Inside a Continual Learning Model? A Representation-Based Evaluation of Representational Forgetting

Kengo Murata,

Tetsuya Toyota,

Kouzou Ohara

[pdf]

[bibtex]

@InProceedings{Murata_2020_CVPR_Workshops,
author = {Murata, Kengo and Toyota, Tetsuya and Ohara, Kouzou},
title = {What Is Happening Inside a Continual Learning Model? A Representation-Based Evaluation of Representational Forgetting},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

M2SGD: Learning to Learn Important Weights

Nicholas I-Hsien Kuo,

Mehrtash Harandi,

Nicolas Fourrier,

Christian Walder,

Gabriela Ferraro,

Hanna Suominen

[pdf]

[bibtex]

@InProceedings{Kuo_2020_CVPR_Workshops,
author = {Kuo, Nicholas I-Hsien and Harandi, Mehrtash and Fourrier, Nicolas and Walder, Christian and Ferraro, Gabriela and Suominen, Hanna},
title = {M2SGD: Learning to Learn Important Weights},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Few-Shot Image Recognition for UAV Sports Cinematography

Emmanouil Patsiouras,

Anastasios Tefas,

Ioannis Pitas

[pdf]

[bibtex]

@InProceedings{Patsiouras_2020_CVPR_Workshops,
author = {Patsiouras, Emmanouil and Tefas, Anastasios and Pitas, Ioannis},
title = {Few-Shot Image Recognition for UAV Sports Cinematography},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Generalized Class Incremental Learning

Fei Mi,

Lingjing Kong,

Tao Lin,

Kaicheng Yu,

Boi Faltings

[pdf] [supp]

[bibtex]

@InProceedings{Mi_2020_CVPR_Workshops,
author = {Mi, Fei and Kong, Lingjing and Lin, Tao and Yu, Kaicheng and Faltings, Boi},
title = {Generalized Class Incremental Learning},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

StackNet: Stacking Feature Maps for Continual Learning

Jangho Kim,

Jeesoo Kim,

Nojun Kwak

[pdf]

[bibtex]

@InProceedings{Kim_2020_CVPR_Workshops,
author = {Kim, Jangho and Kim, Jeesoo and Kwak, Nojun},
title = {StackNet: Stacking Feature Maps for Continual Learning},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Noise-Based Selection of Robust Inherited Model for Accurate Continual Learning

Xiaocong Du,

Zheng Li,

Jae-sun Seo,

Frank Liu,

Yu Cao

[pdf] [video]

[bibtex]

@InProceedings{Du_2020_CVPR_Workshops,
author = {Du, Xiaocong and Li, Zheng and Seo, Jae-sun and Liu, Frank and Cao, Yu},
title = {Noise-Based Selection of Robust Inherited Model for Accurate Continual Learning},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Rehearsal-Free Continual Learning Over Small Non-I.I.D. Batches

Vincenzo Lomonaco,

Davide Maltoni,

Lorenzo Pellegrini

[pdf]

[bibtex]

@InProceedings{Lomonaco_2020_CVPR_Workshops,
author = {Lomonaco, Vincenzo and Maltoni, Davide and Pellegrini, Lorenzo},
title = {Rehearsal-Free Continual Learning Over Small Non-I.I.D. Batches},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Continual Reinforcement Learning in 3D Non-Stationary Environments

Vincenzo Lomonaco,

Karan Desai,

Eugenio Culurciello,

Davide Maltoni

[pdf]

[bibtex]

@InProceedings{Lomonaco_2020_CVPR_Workshops,
author = {Lomonaco, Vincenzo and Desai, Karan and Culurciello, Eugenio and Maltoni, Davide},
title = {Continual Reinforcement Learning in 3D Non-Stationary Environments},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Relationship Matters: Relation Guided Knowledge Transfer for Incremental Learning of Object Detectors

Kandan Ramakrishnan,

Rameswar Panda,

Quanfu Fan,

John Henning,

Aude Oliva,

Rogerio Feris

[pdf]

[bibtex]

@InProceedings{Ramakrishnan_2020_CVPR_Workshops,
author = {Ramakrishnan, Kandan and Panda, Rameswar and Fan, Quanfu and Henning, John and Oliva, Aude and Feris, Rogerio},
title = {Relationship Matters: Relation Guided Knowledge Transfer for Incremental Learning of Object Detectors},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Reducing Catastrophic Forgetting With Learning on Synthetic Data

Wojciech Masarczyk,

Ivona Tautkute

[pdf]

[bibtex]

@InProceedings{Masarczyk_2020_CVPR_Workshops,
author = {Masarczyk, Wojciech and Tautkute, Ivona},
title = {Reducing Catastrophic Forgetting With Learning on Synthetic Data},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Continual Learning for Anomaly Detection in Surveillance Videos

Keval Doshi,

Yasin Yilmaz

[pdf]

[bibtex]

@InProceedings{Doshi_2020_CVPR_Workshops,
author = {Doshi, Keval and Yilmaz, Yasin},
title = {Continual Learning for Anomaly Detection in Surveillance Videos},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Generating Accurate Pseudo Examples for Continual Learning

Daniel L. Silver,

Sazia Mahfuz

[pdf]

[bibtex]

@InProceedings{Silver_2020_CVPR_Workshops,
author = {Silver, Daniel L. and Mahfuz, Sazia},
title = {Generating Accurate Pseudo Examples for Continual Learning},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}