CVPR 2022 Open Access Repository

Continual Learning in Computer Vision

Out-of-Distribution Detection in Unsupervised Continual Learning: Jiangpeng He,

Fengqing Zhu; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{He_2022_CVPR, author = {He, Jiangpeng and Zhu, Fengqing}, title = {Out-of-Distribution Detection in Unsupervised Continual Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3850-3855} }
Continual Learning With Transformers for Image Classification: Beyza Ermis,

Giovanni Zappella,

Martin Wistuba,

Aditya Rawal,

Cédric Archambeau; [pdf]
[bibtex]
@InProceedings{Ermis_2022_CVPR, author = {Ermis, Beyza and Zappella, Giovanni and Wistuba, Martin and Rawal, Aditya and Archambeau, C\'edric}, title = {Continual Learning With Transformers for Image Classification}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3774-3781} }
Continual Hippocampus Segmentation With Transformers: Amin Ranem,

Camila González,

Anirban Mukhopadhyay; [pdf] [supp]
[bibtex]
@InProceedings{Ranem_2022_CVPR, author = {Ranem, Amin and Gonz\'alez, Camila and Mukhopadhyay, Anirban}, title = {Continual Hippocampus Segmentation With Transformers}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3711-3720} }
Multi-Task Learning for Video Surveillance With Limited Data: Keval Doshi,

Yasin Yilmaz; [pdf]
[bibtex]
@InProceedings{Doshi_2022_CVPR, author = {Doshi, Keval and Yilmaz, Yasin}, title = {Multi-Task Learning for Video Surveillance With Limited Data}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3889-3899} }
Attenuating Catastrophic Forgetting by Joint Contrastive and Incremental Learning: Quentin Ferdinand,

Benoit Clement,

Quentin Oliveau,

Gilles Le Chenadec,

Panagiotis Papadakis; [pdf]
[bibtex]
@InProceedings{Ferdinand_2022_CVPR, author = {Ferdinand, Quentin and Clement, Benoit and Oliveau, Quentin and Le Chenadec, Gilles and Papadakis, Panagiotis}, title = {Attenuating Catastrophic Forgetting by Joint Contrastive and Incremental Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3782-3789} }
Modeling Missing Annotations for Incremental Learning in Object Detection: Fabio Cermelli,

Antonino Geraci,

Dario Fontanel,

Barbara Caputo; [pdf] [arXiv]
[bibtex]
@InProceedings{Cermelli_2022_CVPR, author = {Cermelli, Fabio and Geraci, Antonino and Fontanel, Dario and Caputo, Barbara}, title = {Modeling Missing Annotations for Incremental Learning in Object Detection}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3700-3710} }
Online Unsupervised Domain Adaptation for Person Re-Identification: Hamza Rami,

Matthieu Ospici,

Stéphane Lathuilière; [pdf]
[bibtex]
@InProceedings{Rami_2022_CVPR, author = {Rami, Hamza and Ospici, Matthieu and Lathuili\`ere, St\'ephane}, title = {Online Unsupervised Domain Adaptation for Person Re-Identification}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3830-3839} }
CNLL: A Semi-Supervised Approach for Continual Noisy Label Learning: Nazmul Karim,

Umar Khalid,

Ashkan Esmaeili,

Nazanin Rahnavard; [pdf] [arXiv]
[bibtex]
@InProceedings{Karim_2022_CVPR, author = {Karim, Nazmul and Khalid, Umar and Esmaeili, Ashkan and Rahnavard, Nazanin}, title = {CNLL: A Semi-Supervised Approach for Continual Noisy Label Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3878-3888} }
Alleviating Representational Shift for Continual Fine-Tuning: Shibo Jie,

Zhi-Hong Deng,

Ziheng Li; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Jie_2022_CVPR, author = {Jie, Shibo and Deng, Zhi-Hong and Li, Ziheng}, title = {Alleviating Representational Shift for Continual Fine-Tuning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3810-3819} }
Transferring Unconditional to Conditional GANs With Hyper-Modulation: Héctor Laria,

Yaxing Wang,

Joost van de Weijer,

Bogdan Raducanu; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Laria_2022_CVPR, author = {Laria, H\'ector and Wang, Yaxing and van de Weijer, Joost and Raducanu, Bogdan}, title = {Transferring Unconditional to Conditional GANs With Hyper-Modulation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3840-3849} }
Spacing Loss for Discovering Novel Categories: K J Joseph,

Sujoy Paul,

Gaurav Aggarwal,

Soma Biswas,

Piyush Rai,

Kai Han,

Vineeth N Balasubramanian; [pdf] [arXiv]
[bibtex]
@InProceedings{Joseph_2022_CVPR, author = {Joseph, K J and Paul, Sujoy and Aggarwal, Gaurav and Biswas, Soma and Rai, Piyush and Han, Kai and Balasubramanian, Vineeth N}, title = {Spacing Loss for Discovering Novel Categories}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3761-3766} }
Towards Exemplar-Free Continual Learning in Vision Transformers: An Account of Attention, Functional and Weight Regularization: Francesco Pelosin,

Saurav Jha,

Andrea Torsello,

Bogdan Raducanu,

Joost van de Weijer; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Pelosin_2022_CVPR, author = {Pelosin, Francesco and Jha, Saurav and Torsello, Andrea and Raducanu, Bogdan and van de Weijer, Joost}, title = {Towards Exemplar-Free Continual Learning in Vision Transformers: An Account of Attention, Functional and Weight Regularization}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3820-3829} }
Visual Goal-Directed Meta-Imitation Learning: Corban G. Rivera,

David A. Handelman,

Christopher R. Ratto,

David Patrone,

Bart L. Paulhamus; [pdf] [supp]
[bibtex]
@InProceedings{Rivera_2022_CVPR, author = {Rivera, Corban G. and Handelman, David A. and Ratto, Christopher R. and Patrone, David and Paulhamus, Bart L.}, title = {Visual Goal-Directed Meta-Imitation Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3767-3773} }
Continual Learning Based on OOD Detection and Task Masking: Gyuhak Kim,

Sepideh Esmaeilpour,

Changnan Xiao,

Bing Liu; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Kim_2022_CVPR, author = {Kim, Gyuhak and Esmaeilpour, Sepideh and Xiao, Changnan and Liu, Bing}, title = {Continual Learning Based on OOD Detection and Task Masking}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3856-3866} }
Multi-Head Distillation for Continual Unsupervised Domain Adaptation in Semantic Segmentation: Antoine Saporta,

Arthur Douillard,

Tuan-Hung Vu,

Patrick Pérez,

Matthieu Cord; [pdf] [arXiv]
[bibtex]
@InProceedings{Saporta_2022_CVPR, author = {Saporta, Antoine and Douillard, Arthur and Vu, Tuan-Hung and P\'erez, Patrick and Cord, Matthieu}, title = {Multi-Head Distillation for Continual Unsupervised Domain Adaptation in Semantic Segmentation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3751-3760} }
Ex-Model: Continual Learning From a Stream of Trained Models: Antonio Carta,

Andrea Cossu,

Vincenzo Lomonaco,

Davide Bacciu; [pdf]
[bibtex]
@InProceedings{Carta_2022_CVPR, author = {Carta, Antonio and Cossu, Andrea and Lomonaco, Vincenzo and Bacciu, Davide}, title = {Ex-Model: Continual Learning From a Stream of Trained Models}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3790-3799} }
Continually Learning Self-Supervised Representations With Projected Functional Regularization: Alex Gomez-Villa,

Bartlomiej Twardowski,

Lu Yu,

Andrew D. Bagdanov,

Joost van de Weijer; [pdf]
[bibtex]
@InProceedings{Gomez-Villa_2022_CVPR, author = {Gomez-Villa, Alex and Twardowski, Bartlomiej and Yu, Lu and Bagdanov, Andrew D. and van de Weijer, Joost}, title = {Continually Learning Self-Supervised Representations With Projected Functional Regularization}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3867-3877} }
Unsupervised Continual Learning for Gradually Varying Domains: Abu Md Niamul Taufique,

Chowdhury Sadman Jahan,

Andreas Savakis; [pdf]
[bibtex]
@InProceedings{Taufique_2022_CVPR, author = {Taufique, Abu Md Niamul and Jahan, Chowdhury Sadman and Savakis, Andreas}, title = {Unsupervised Continual Learning for Gradually Varying Domains}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3740-3750} }
CSG0: Continual Urban Scene Generation With Zero Forgetting: Himalaya Jain,

Tuan-Hung Vu,

Patrick Pérez,

Matthieu Cord; [pdf]
[bibtex]
@InProceedings{Jain_2022_CVPR, author = {Jain, Himalaya and Vu, Tuan-Hung and P\'erez, Patrick and Cord, Matthieu}, title = {CSG0: Continual Urban Scene Generation With Zero Forgetting}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3679-3687} }
Variable Few Shot Class Incremental and Open World Learning: Touqeer Ahmad,

Akshay Raj Dhamija,

Mohsen Jafarzadeh,

Steve Cruz,

Ryan Rabinowitz,

Chunchun Li,

Terrance E. Boult; [pdf] [supp]
[bibtex]
@InProceedings{Ahmad_2022_CVPR, author = {Ahmad, Touqeer and Dhamija, Akshay Raj and Jafarzadeh, Mohsen and Cruz, Steve and Rabinowitz, Ryan and Li, Chunchun and Boult, Terrance E.}, title = {Variable Few Shot Class Incremental and Open World Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3688-3699} }
Medusa: Universal Feature Learning via Attentional Multitasking: Jaime Spencer,

Richard Bowden,

Simon Hadfield; [pdf] [arXiv]
[bibtex]
@InProceedings{Spencer_2022_CVPR, author = {Spencer, Jaime and Bowden, Richard and Hadfield, Simon}, title = {Medusa: Universal Feature Learning via Attentional Multitasking}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3800-3809} }
Entropy-Based Stability-Plasticity for Lifelong Learning: Vladimir Araujo,

Julio Hurtado,

Alvaro Soto,

Marie-Francine Moens; [pdf] [arXiv]
[bibtex]
@InProceedings{Araujo_2022_CVPR, author = {Araujo, Vladimir and Hurtado, Julio and Soto, Alvaro and Moens, Marie-Francine}, title = {Entropy-Based Stability-Plasticity for Lifelong Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3721-3728} }
Incremental Meta-Learning via Episodic Replay Distillation for Few-Shot Image Recognition: Kai Wang,

Xialei Liu,

Andrew D. Bagdanov,

Luis Herranz,

Shangling Jui,

Joost van de Weijer; [pdf] [arXiv]
[bibtex]
@InProceedings{Wang_2022_CVPR, author = {Wang, Kai and Liu, Xialei and Bagdanov, Andrew D. and Herranz, Luis and Jui, Shangling and van de Weijer, Joost}, title = {Incremental Meta-Learning via Episodic Replay Distillation for Few-Shot Image Recognition}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3729-3739} }