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
Autoencoder-Based Hybrid Replay for Class-Incremental Learning Milad Khademi Nori Il-Min Kim Guanghui Wang CLL 113 0 0 09 May 2025
KAC: Kolmogorov-Arnold Classifier for Continual Learning Yusong Hu Zichen Liang Fei Yang Qibin Hou Xialei Liu Ming-Ming Cheng CLL 99 1 0 27 Mar 2025
Multiple Queries with Multiple Keys: A Precise Prompt Matching Paradigm for Prompt-based Continual Learning Dunwei Tu Huiyu Yi Yanjie Wang Baile Xu Jian Zhao Furao Shen CLL 170 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 116 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 179 0 0 15 Dec 2024
Fair Class-Incremental Learning using Sample Weighting Jaeyoung Park Minsu Kim Steven Euijong Whang 71 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 81 1 0 24 Sep 2024
UCIL: An Unsupervised Class Incremental Learning Approach for Sound Event Detection Yang Xiao Rohan Kumar Das 99 4 0 04 Jul 2024
Mixture of Experts Meets Prompt-Based Continual Learning Minh Le An Nguyen Huy Nguyen Trang Nguyen Trang Pham L. Ngo Nhat Ho CLL 92 12 0 23 May 2024
Future-Proofing Class-Incremental Learning Quentin Jodelet Xin Liu Yin Jun Phua Tsuyoshi Murata VLM 118 2 0 04 Apr 2024
REAL: Representation Enhanced Analytic Learning for Exemplar-free Class-incremental Learning Run He Huiping Zhuang Di Fang Yizhu Chen Kai Tong Cen Chen Lap-Pui Chau Huiping Zhuang 108 2 0 20 Mar 2024
HPCR: Holistic Proxy-based Contrastive Replay for Online Continual Learning Huiwei Lin Shanshan Feng Baoquan Zhang Xutao Li Yew-Soon Ong CLL 110 0 0 26 Sep 2023
Towards Understanding Knowledge Distillation Mary Phuong Christoph H. Lampert 65 319 0 27 May 2021
Initial Classifier Weights Replay for Memoryless Class Incremental Learning Eden Belouadah Adrian Daniel Popescu Ioannis Kanellos CLL 108 23 0 31 Aug 2020
GAN Memory with No Forgetting Yulai Cong Miaoyun Zhao Jianqiao Li Sijia Wang Lawrence Carin CLL 39 121 0 13 Jun 2020
Semantic Drift Compensation for Class-Incremental Learning Lu Yu Bartlomiej Twardowski Xialei Liu Luis Herranz Kai Wang Yongmei Cheng Shangling Jui Joost van de Weijer CLL 86 342 0 01 Apr 2020
Mnemonics Training: Multi-Class Incremental Learning without Forgetting Yaoyao Liu Yuting Su Anan Liu Bernt Schiele Qianru Sun CLL 79 345 0 24 Feb 2020
ScaIL: Classifier Weights Scaling for Class Incremental Learning Eden Belouadah Adrian Daniel Popescu CLL 85 79 0 16 Jan 2020
Maintaining Discrimination and Fairness in Class Incremental Learning Bowen Zhao Xi Xiao Guojun Gan Bin Zhang Shutao Xia CLL 123 428 0 16 Nov 2019
REMIND Your Neural Network to Prevent Catastrophic Forgetting Tyler L. Hayes Kushal Kafle Robik Shrestha Manoj Acharya Christopher Kanan CLL 111 300 0 06 Oct 2019
A continual learning survey: Defying forgetting in classification tasks Matthias De Lange Rahaf Aljundi Marc Masana Sarah Parisot Xu Jia A. Leonardis Greg Slabaugh Tinne Tuytelaars CLL KELM 62 246 0 18 Sep 2019
Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis Tyler L. Hayes Christopher Kanan CLL 68 143 0 04 Sep 2019
Growing a Brain: Fine-Tuning by Increasing Model Capacity Yu-Xiong Wang Deva Ramanan M. Hebert CLL 64 149 0 18 Jul 2019
Large Scale Incremental Learning Yue Wu Yinpeng Chen Lijuan Wang Yuancheng Ye Zicheng Liu Yandong Guo Y. Fu CLL 96 1,257 0 30 May 2019
Relational Knowledge Distillation Wonpyo Park Dongju Kim Yan Lu Minsu Cho 65 1,414 0 10 Apr 2019
M2KD: Multi-model and Multi-level Knowledge Distillation for Incremental Learning Peng Zhou Long Mai Jianming Zhang N. Xu Zuxuan Wu L. Davis CLL VLM 60 55 0 03 Apr 2019
Class-incremental Learning via Deep Model Consolidation Junting Zhang Jie Zhang Shalini Ghosh Dawei Li Serafettin Tasci Larry Heck Heming Zhang C.-C. Jay Kuo CLL 58 338 0 19 Mar 2019
Incremental Learning with Maximum Entropy Regularization: Rethinking Forgetting and Intransigence Dahyun Kim Jihwan Bae Yeonsik Jo Jonghyun Choi OOD CLL 60 20 0 03 Feb 2019
Task-Free Continual Learning Rahaf Aljundi Klaas Kelchtermans Tinne Tuytelaars CLL 126 360 0 10 Dec 2018
Learning without Memorizing Prithviraj Dhar Rajat Vikram Singh Kuan-Chuan Peng Ziyan Wu Rama Chellappa CLL 85 483 0 20 Nov 2018
DeeSIL: Deep-Shallow Incremental Learning Eden Belouadah Adrian Daniel Popescu CLL 70 73 0 20 Aug 2018
End-to-End Incremental Learning F. M. Castro M. Marín-Jiménez Nicolás Guil Mata Cordelia Schmid Alahari Karteek CLL 87 1,158 0 25 Jul 2018
Revisiting Distillation and Incremental Classifier Learning Khurram Javed Faisal Shafait 39 66 0 08 Jul 2018
Do Better ImageNet Models Transfer Better? Simon Kornblith Jonathon Shlens Quoc V. Le OOD MLT 158 1,327 0 23 May 2018
Born Again Neural Networks Tommaso Furlanello Zachary Chase Lipton Michael Tschannen Laurent Itti Anima Anandkumar 68 1,031 0 12 May 2018
Efficient parametrization of multi-domain deep neural networks Sylvestre-Alvise Rebuffi Hakan Bilen Andrea Vedaldi OOD 76 364 0 27 Mar 2018
Continual Lifelong Learning with Neural Networks: A Review G. I. Parisi Ronald Kemker Jose L. Part Christopher Kanan S. Wermter KELM CLL 187 2,888 0 21 Feb 2018
Tree-CNN: A Hierarchical Deep Convolutional Neural Network for Incremental Learning Deboleena Roy Priyadarshini Panda Kaushik Roy BDL OOD CLL 73 213 0 15 Feb 2018
Incremental Classifier Learning with Generative Adversarial Networks Yue Wu Yinpeng Chen Lijuan Wang Yuancheng Ye Zicheng Liu Yandong Guo Zhengyou Zhang Y. Fu GAN 114 109 0 02 Feb 2018
Learning More Universal Representations for Transfer-Learning Y. Tamaazousti Hervé Le Borgne C´eline Hudelot M. Seddik M. Tamaazousti OOD SSL 46 58 0 27 Dec 2017
FearNet: Brain-Inspired Model for Incremental Learning Ronald Kemker Christopher Kanan CLL 112 479 0 28 Nov 2017
Memory Aware Synapses: Learning what (not) to forget Rahaf Aljundi F. Babiloni Mohamed Elhoseiny Marcus Rohrbach Tinne Tuytelaars KELM CLL 85 1,636 0 27 Nov 2017
PackNet: Adding Multiple Tasks to a Single Network by Iterative Pruning Arun Mallya Svetlana Lazebnik CLL 105 1,299 0 15 Nov 2017
VGGFace2: A dataset for recognising faces across pose and age Qiong Cao Li Shen Weidi Xie Omkar M. Parkhi Andrew Zisserman CVBM 95 2,630 0 23 Oct 2017
A systematic study of the class imbalance problem in convolutional neural networks Mateusz Buda A. Maki Maciej A. Mazurowski 213 2,366 0 15 Oct 2017
Continual Learning with Deep Generative Replay Hanul Shin Jung Kwon Lee Jaehong Kim Jiwon Kim KELM CLL 80 2,077 0 24 May 2017
Continual Learning in Generative Adversarial Nets Ari Seff Alex Beatson Daniel Suo Han Liu GAN 46 133 0 23 May 2017
Learning multiple visual domains with residual adapters Sylvestre-Alvise Rebuffi Hakan Bilen Andrea Vedaldi OOD 160 934 0 22 May 2017
Incremental Learning Through Deep Adaptation Amir Rosenfeld John K. Tsotsos CLL 71 277 0 11 May 2017
A Strategy for an Uncompromising Incremental Learner Ragav Venkatesan Hemanth Venkateswara S. Panchanathan Baoxin Li CLL 69 41 0 02 May 2017