A Comprehensive Study of Class Incremental Learning Algorithms for Visual Tasks

3 November 2020

Eden Belouadah

Adrian Daniel Popescu

Ioannis Kanellos

CLL

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Papers citing "A Comprehensive Study of Class Incremental Learning Algorithms for Visual Tasks"

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Title
The Estimation of Continual Causal Effect for Dataset Shifting Streams Baining Chen Yiming Zhang Yuqiao Han Ruyue Zhang Ruihuan Du Zhishuo Zhou Zhengdan Zhu Xun Liu Jiecheng Guo 67 0 0 29 Apr 2025
Multiple Queries with Multiple Keys: A Precise Prompt Matching Paradigm for Prompt-based Continual Learning Dunwei Tu Huiyu Yi Y. Wang Baile Xu Jian Zhao F. Shen CLL 107 0 0 28 Jan 2025
Human Activity Recognition in an Open World D. Prijatelj Samuel Grieggs Jin Huang Dawei Du Ameya Shringi Christopher Funk Adam Kaufman Eric Robertson Walter J. Scheirer University of Notre Dame 60 3 0 17 Jan 2025
Adapter-Enhanced Semantic Prompting for Continual Learning Baocai Yin Ji Zhao Huajie Jiang Ningning Hou Yongli Hu Amin Beheshti Ming-Hsuan Yang Yuankai Qi CLL VLM 97 0 0 15 Dec 2024
Tiny Robotics Dataset and Benchmark for Continual Object Detection Francesco Pasti Riccardo De Monte Davide Dalle Pezze Gian Antonio Susto Nicola Bellotto 34 1 0 24 Sep 2024
UCIL: An Unsupervised Class Incremental Learning Approach for Sound Event Detection Yang Xiao Rohan Kumar Das 42 3 0 04 Jul 2024
FeTT: Continual Class Incremental Learning via Feature Transformation Tuning Sunyuan Qiang Xuxin Lin Yanyan Liang Jun Wan Du Zhang CLL 37 1 0 20 May 2024
Future-Proofing Class-Incremental Learning Quentin Jodelet Xin Liu Yin Jun Phua Tsuyoshi Murata VLM 34 2 0 04 Apr 2024
Benchmarking Continual Learning from Cognitive Perspectives Xiaoqian Liu Junge Zhang Mingyi Zhang Peipei Yang 16 0 0 06 Dec 2023
HPCR: Holistic Proxy-based Contrastive Replay for Online Continual Learning Huiwei Lin Shanshan Feng Baoquan Zhang Xutao Li Y. Ong CLL 25 0 0 26 Sep 2023
Adaptive Growth: Real-time CNN Layer Expansion Yunjie Zhu Yunhao Chen 25 0 0 06 Sep 2023
Prediction Error-based Classification for Class-Incremental Learning Michal Zajkac Tinne Tuytelaars Gido M. van de Ven CLL 18 8 0 30 May 2023
ISSTAD: Incremental Self-Supervised Learning Based on Transformer for Anomaly Detection and Localization WenPing Jin Fei-Yu Guo Li Zhu ViT MedIm 20 1 0 30 Mar 2023
Task-Adaptive Saliency Guidance for Exemplar-free Class Incremental Learning Xialei Liu Jiang-Tian Zhai Andrew D. Bagdanov Ke Li Mingg-Ming Cheng CLL 18 4 0 16 Dec 2022
FeTrIL: Feature Translation for Exemplar-Free Class-Incremental Learning Grégoire Petit Adrian Daniel Popescu Hugo Schindler David Picard Bertrand Delezoide CLL 14 111 0 23 Nov 2022
Continual Learning of Natural Language Processing Tasks: A Survey Zixuan Ke Bin Liu KELM CLL VLM 19 67 0 23 Nov 2022
Cold Start Streaming Learning for Deep Networks Cameron R. Wolfe Anastasios Kyrillidis CLL 12 2 0 09 Nov 2022
Improving Replay-Based Continual Semantic Segmentation with Smart Data Selection Tobias Kalb Björn Mauthe Jürgen Beyerer CLL 21 10 0 20 Sep 2022
ACIL: Analytic Class-Incremental Learning with Absolute Memorization and Privacy Protection Huiping Zhuang Zhenyu Weng Hongxin Wei Renchunzi Xie Kar-Ann Toh Zhiping Lin CLL 23 35 0 30 May 2022
KRNet: Towards Efficient Knowledge Replay Yingying Zhang Qiaoyong Zhong Di Xie Shi Pu CLL 6 0 0 23 May 2022
Continual learning on 3D point clouds with random compressed rehearsal M. Zamorski Michal Stypulkowski Konrad Karanowski Tomasz Trzciñski Maciej Ziȩba 3DPC 6 9 0 16 May 2022
Contrastive Supervised Distillation for Continual Representation Learning Tommaso Barletti Niccoló Biondi F. Pernici Matteo Bruni A. Bimbo CLL 11 7 0 11 May 2022
Incremental Meta-Learning via Episodic Replay Distillation for Few-Shot Image Recognition Kai Wang Xialei Liu Andrew D. Bagdanov Luis Herranz Shang Rui Joost van de Weijer CLL VLM 22 9 0 09 Nov 2021
Memory-Free Generative Replay For Class-Incremental Learning Xiaomeng Xin Yiran Zhong Yunzhong Hou Jinjun Wang Liang Zheng 17 8 0 01 Sep 2021
Generative Feature-driven Image Replay for Continual Learning Kevin Thandiackal Tiziano Portenier Andrea Giovannini M. Gabrani O. Goksel CLL VLM DiffM 11 9 0 09 Jun 2021
Replay in Deep Learning: Current Approaches and Missing Biological Elements Tyler L. Hayes G. Krishnan M. Bazhenov H. Siegelmann T. Sejnowski Christopher Kanan CLL 19 129 0 01 Apr 2021
Selective Replay Enhances Learning in Online Continual Analogical Reasoning Tyler L. Hayes Christopher Kanan CLL 13 20 0 06 Mar 2021
Self-Supervised Features Improve Open-World Learning A. Dhamija T. Ahmad Jonathan Schwan Mohsen Jafarzadeh Chunchun Li Terrance E. Boult SSL 8 13 0 15 Feb 2021