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] [arXiv]
[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} }

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} }

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} }

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} }

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} }

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} }

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} }

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} }

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} }

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} }