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"

39 / 39 papers shown

Title
Autoencoder-Based Hybrid Replay for Class-Incremental Learning Milad Khademi Nori Il Kim Guanghui Wang CLL 55 0 0 09 May 2025
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 212 0 0 29 Apr 2025
Multiple Queries with Multiple Keys: A Precise Prompt Matching Paradigm for Prompt-based Continual Learning Dunwei Tu Huiyu Yi Yunhong Wang Baile Xu Jian Zhao Furao Shen CLL 123 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 80 3 0 17 Jan 2025
Soup to go: mitigating forgetting during continual learning with model averaging Anat Kleiman Gintare Karolina Dziugaite Jonathan Frankle Sham Kakade Mansheej Paul MoMe CLL KELM 58 1 0 09 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 107 0 0 15 Dec 2024
Fair Class-Incremental Learning using Sample Weighting Jaeyoung Park Minsu Kim Steven Euijong Whang 38 0 0 02 Oct 2024
Tiny Robotics Dataset and Benchmark for Continual Object Detection Francesco Pasti Riccardo De Monte Davide Dalle Pezze Gian Antonio Susto Nicola Bellotto 47 1 0 24 Sep 2024
UCIL: An Unsupervised Class Incremental Learning Approach for Sound Event Detection Yang Xiao Rohan Kumar Das 50 4 0 04 Jul 2024
FeTT: Continual Class Incremental Learning via Feature Transformation Tuning Sunyuan Qiang Xuxin Lin Yanyan Liang Jun Wan Du Zhang CLL 58 1 0 20 May 2024
Future-Proofing Class-Incremental Learning Quentin Jodelet Xin Liu Yin Jun Phua Tsuyoshi Murata VLM 51 2 0 04 Apr 2024
Benchmarking Continual Learning from Cognitive Perspectives Xiaoqian Liu Junge Zhang Mingyi Zhang Peipei Yang 21 0 0 06 Dec 2023
Class Incremental Learning with Pre-trained Vision-Language Models Xialei Liu Xusheng Cao Haori Lu Jia-Wen Xiao Andrew D. Bagdanov Ming-Ming Cheng VLM 35 12 0 31 Oct 2023
Rethinking Class-incremental Learning in the Era of Large Pre-trained Models via Test-Time Adaptation Imad Eddine Marouf Subhankar Roy Enzo Tartaglione Stéphane Lathuilière CLL 34 3 0 17 Oct 2023
HPCR: Holistic Proxy-based Contrastive Replay for Online Continual Learning Huiwei Lin Shanshan Feng Baoquan Zhang Xutao Li Yew-Soon Ong CLL 50 0 0 26 Sep 2023
Adaptive Growth: Real-time CNN Layer Expansion Yunjie Zhu Yunhao Chen 33 0 0 06 Sep 2023
Improving Online Continual Learning Performance and Stability with Temporal Ensembles Albin Soutif--Cormerais Antonio Carta Joost van de Weijer CLL 20 11 0 29 Jun 2023
Prediction Error-based Classification for Class-Incremental Learning Michal Zajkac Tinne Tuytelaars Gido M. van de Ven CLL 36 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 40 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 33 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 30 113 0 23 Nov 2022
Continual Learning of Natural Language Processing Tasks: A Survey Zixuan Ke Bin Liu KELM CLL VLM 37 69 0 23 Nov 2022
Cold Start Streaming Learning for Deep Networks Cameron R. Wolfe Anastasios Kyrillidis CLL 23 2 0 09 Nov 2022
Improving Replay-Based Continual Semantic Segmentation with Smart Data Selection Tobias Kalb Björn Mauthe Jürgen Beyerer CLL 32 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 35 37 0 30 May 2022
KRNet: Towards Efficient Knowledge Replay Yingying Zhang Qiaoyong Zhong Di Xie Shi Pu CLL 33 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 27 9 0 16 May 2022
Contrastive Supervised Distillation for Continual Representation Learning Tommaso Barletti Niccoló Biondi F. Pernici Matteo Bruni A. Bimbo CLL 37 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 36 9 0 09 Nov 2021
Recent Advances of Continual Learning in Computer Vision: An Overview Haoxuan Qu Hossein Rahmani Li Xu Bryan M. Williams Jun Liu VLM CLL 30 73 0 23 Sep 2021
Memory-Free Generative Replay For Class-Incremental Learning Xiaomeng Xin Yiran Zhong Yunzhong Hou Jinjun Wang Liang Zheng 24 8 0 01 Sep 2021
A First Look at Class Incremental Learning in Deep Learning Mobile Traffic Classification Giampaolo Bovenzi Lixuan Yang A. Finamore Giuseppe Aceto D. Ciuonzo A. Pescapé Dario Rossi 23 22 0 09 Jul 2021
Generative Feature-driven Image Replay for Continual Learning Kevin Thandiackal Tiziano Portenier Andrea Giovannini M. Gabrani O. Goksel CLL VLM DiffM 18 9 0 09 Jun 2021
Class-Incremental Learning with Generative Classifiers Gido M. van de Ven Zhe Li A. Tolias BDL 50 58 0 20 Apr 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 49 130 0 01 Apr 2021
Balanced softmax cross-entropy for incremental learning with and without memory Quentin Jodelet Xin Liu T. Murata CLL 32 25 0 23 Mar 2021
Selective Replay Enhances Learning in Online Continual Analogical Reasoning Tyler L. Hayes Christopher Kanan CLL 31 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 32 13 0 15 Feb 2021
SS-IL: Separated Softmax for Incremental Learning Hongjoon Ahn Jihwan Kwak S. Lim Hyeonsu Bang Hyojun Kim Taesup Moon CLL 22 176 0 31 Mar 2020