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]
[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}
}