CVPR 2024 Open Access Repository

5th Workshop on Continual Learning in Computer Vision (CLVISION)

Wake-Sleep Energy Based Models for Continual Learning: Vaibhav Singh,

Anna Choromanska,

Shuang Li,

Yilun Du; [pdf] [supp]
[bibtex]
@InProceedings{Singh_2024_CVPR, author = {Singh, Vaibhav and Choromanska, Anna and Li, Shuang and Du, Yilun}, title = {Wake-Sleep Energy Based Models for Continual Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4118-4127} }
Unveiling the Anomalies in an Ever-Changing World: A Benchmark for Pixel-Level Anomaly Detection in Continual Learning: Nikola Bugarin,

Jovana Bugaric,

Manuel Barusco,

Davide Dalle Pezze,

Gian Antonio Susto; [pdf] [arXiv]
[bibtex]
@InProceedings{Bugarin_2024_CVPR, author = {Bugarin, Nikola and Bugaric, Jovana and Barusco, Manuel and Pezze, Davide Dalle and Susto, Gian Antonio}, title = {Unveiling the Anomalies in an Ever-Changing World: A Benchmark for Pixel-Level Anomaly Detection in Continual Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4065-4074} }
Class-Incremental Mixture of Gaussians for Deep Continual Learning: Lukasz Korycki,

Bartosz Krawczyk; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Korycki_2024_CVPR, author = {Korycki, Lukasz and Krawczyk, Bartosz}, title = {Class-Incremental Mixture of Gaussians for Deep Continual Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4097-4106} }
The Expanding Scope of the Stability Gap: Unveiling its Presence in Joint Incremental Learning of Homogeneous Tasks: Sandesh Kamath,

Albin Soutif-Cormerais,

Joost Van De Weijer,

Bogdan Raducanu; [pdf] [supp]
[bibtex]
@InProceedings{Kamath_2024_CVPR, author = {Kamath, Sandesh and Soutif-Cormerais, Albin and Van De Weijer, Joost and Raducanu, Bogdan}, title = {The Expanding Scope of the Stability Gap: Unveiling its Presence in Joint Incremental Learning of Homogeneous Tasks}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4182-4186} }
TAME: Task Agnostic Continual Learning using Multiple Experts: Haoran Zhu,

Maryam Majzoubi,

Arihant Jain,

Anna Choromanska; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Zhu_2024_CVPR, author = {Zhu, Haoran and Majzoubi, Maryam and Jain, Arihant and Choromanska, Anna}, title = {TAME: Task Agnostic Continual Learning using Multiple Experts}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4139-4148} }
VLM-PL: Advanced Pseudo Labeling Approach for Class Incremental Object Detection via Vision-Language Model: Junsu Kim,

Yunhoe Ku,

Jihyeon Kim,

Junuk Cha,

Seungryul Baek; [pdf]
[bibtex]
@InProceedings{Kim_2024_CVPR, author = {Kim, Junsu and Ku, Yunhoe and Kim, Jihyeon and Cha, Junuk and Baek, Seungryul}, title = {VLM-PL: Advanced Pseudo Labeling Approach for Class Incremental Object Detection via Vision-Language Model}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4170-4181} }
An Analysis of Best-practice Strategies for Replay and Rehearsal in Continual Learning: Alexander Krawczyk,

Alexander Gepperth; [pdf] [supp]
[bibtex]
@InProceedings{Krawczyk_2024_CVPR, author = {Krawczyk, Alexander and Gepperth, Alexander}, title = {An Analysis of Best-practice Strategies for Replay and Rehearsal in Continual Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4196-4204} }
DELTA: Decoupling Long-Tailed Online Continual Learning: Siddeshwar Raghavan,

Jiangpeng He,

Fengqing Zhu; [pdf] [arXiv]
[bibtex]
@InProceedings{Raghavan_2024_CVPR, author = {Raghavan, Siddeshwar and He, Jiangpeng and Zhu, Fengqing}, title = {DELTA: Decoupling Long-Tailed Online Continual Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4054-4064} }
Tackling Domain Shifts in Person Re-Identification: A Survey and Analysis: Vuong D. Nguyen,

Samiha Mirza,

Abdollah Zakeri,

Ayush Gupta,

Khadija Khaldi,

Rahma Aloui,

Pranav Mantini,

Shishir K. Shah,

Fatima Merchant; [pdf]
[bibtex]
@InProceedings{Nguyen_2024_CVPR, author = {Nguyen, Vuong D. and Mirza, Samiha and Zakeri, Abdollah and Gupta, Ayush and Khaldi, Khadija and Aloui, Rahma and Mantini, Pranav and Shah, Shishir K. and Merchant, Fatima}, title = {Tackling Domain Shifts in Person Re-Identification: A Survey and Analysis}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4149-4159} }
Active Data Collection and Management for Real-World Continual Learning via Pretrained Oracle: Vivek Chavan,

Paul Koch,

Marian Schlüter,

Clemens Briese,

Jörg Krüger; [pdf] [supp]
[bibtex]
@InProceedings{Chavan_2024_CVPR, author = {Chavan, Vivek and Koch, Paul and Schl\"uter, Marian and Briese, Clemens and Kr\"uger, J\"org}, title = {Active Data Collection and Management for Real-World Continual Learning via Pretrained Oracle}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4085-4096} }
Continual Learning with Weight Interpolation: Jędrzej Kozal,

Jan Wasilewski,

Bartosz Krawczyk,

Michał Woźniak; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Kozal_2024_CVPR, author = {Kozal, J\k{e}drzej and Wasilewski, Jan and Krawczyk, Bartosz and Wo\'zniak, Micha{\l}}, title = {Continual Learning with Weight Interpolation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4187-4195} }
MultIOD: Rehearsal-free Multihead Incremental Object Detector: Eden Belouadah,

Arnaud Dapogny,

Kevin Bailly; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Belouadah_2024_CVPR, author = {Belouadah, Eden and Dapogny, Arnaud and Bailly, Kevin}, title = {MultIOD: Rehearsal-free Multihead Incremental Object Detector}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4107-4117} }
Continual-Zoo: Leveraging Zoo Models for Continual Classification of Medical Images: Nourhan Bayasi,

Ghassan Hamarneh,

Rafeef Garbi; [pdf] [supp]
[bibtex]
@InProceedings{Bayasi_2024_CVPR, author = {Bayasi, Nourhan and Hamarneh, Ghassan and Garbi, Rafeef}, title = {Continual-Zoo: Leveraging Zoo Models for Continual Classification of Medical Images}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4128-4138} }
Calibration of Continual Learning Models: Lanpei Li,

Elia Piccoli,

Andrea Cossu,

Davide Bacciu,

Vincenzo Lomonaco; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Li_2024_CVPR, author = {Li, Lanpei and Piccoli, Elia and Cossu, Andrea and Bacciu, Davide and Lomonaco, Vincenzo}, title = {Calibration of Continual Learning Models}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4160-4169} }
Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision Transformers: Dipam Goswami,

Bartłomiej Twardowski,

Joost Van De Weijer; [pdf] [arXiv]
[bibtex]
@InProceedings{Goswami_2024_CVPR, author = {Goswami, Dipam and Twardowski, Bart{\l}omiej and Van De Weijer, Joost}, title = {Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision Transformers}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4075-4084} }