Few-Shot Class-Incremental Learning via Entropy-Regularized Data-Free Replay

22 July 2022

Huan Liu

Jun Chen

Papers citing "Few-Shot Class-Incremental Learning via Entropy-Regularized Data-Free Replay"

50 / 54 papers shown

Title
Partitioned Memory Storage Inspired Few-Shot Class-Incremental learning Renye Zhang Yimin Yin Jinghua Zhang CLL 50 0 0 29 Apr 2025
Diffusion Meets Few-shot Class Incremental Learning Junsu Kim Yunhoe Ku Dongyoon Han Seungryul Baek DiffM CLL 42 0 0 30 Mar 2025
Learn by Reasoning: Analogical Weight Generation for Few-Shot Class-Incremental Learning Jizhou Han Chenhao Ding Yuhang He Songlin Dong Qiang Wang Xinyuan Gao Yihong Gong CLL 54 0 0 27 Mar 2025
Knowledge Graph Enhanced Generative Multi-modal Models for Class-Incremental Learning Xusheng Cao Haori Lu Linlan Huang Fei Yang Xialei Liu Ming-Ming Cheng CLL KELM 55 0 0 24 Mar 2025
FeNeC: Enhancing Continual Learning via Feature Clustering with Neighbor- or Logit-Based Classification Kamil Książek Hubert Jastrzębski Bartosz Trojan Krzysztof Pniaczek Michał Karp Jacek Tabor CLL 74 0 0 18 Mar 2025
Brain-inspired analogical mixture prototypes for few-shot class-incremental learning Wanyi Li Wei Wei Yongkang Luo Peng Wang CLL 47 0 0 26 Feb 2025
Latest Advancements Towards Catastrophic Forgetting under Data Scarcity: A Comprehensive Survey on Few-Shot Class Incremental Learning M. A. Ma'sum Mahardhika Pratama Igor Skrjanc CLL 41 0 0 12 Feb 2025
DocTTT: Test-Time Training for Handwritten Document Recognition Using Meta-Auxiliary Learning Wenhao Gu Li Gu Ziqiang Wang Ching Yee Suen Yang Wang 49 0 0 22 Jan 2025
AnchorInv: Few-Shot Class-Incremental Learning of Physiological Signals via Representation Space Guided Inversion Chenqi Li Boyan Gao Gabriel Jones Timothy Denison Tingting Zhu 70 0 0 18 Dec 2024
Covariance-based Space Regularization for Few-shot Class Incremental Learning Yijie Hu Guanyu Yang Zhaorui Tan Xiaowei Huang K. Huang Qiu-Feng Wang CLL 36 0 0 02 Nov 2024
CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental Learning Junghun Oh Sungyong Baik Kyoung Mu Lee CLL 34 3 0 08 Oct 2024
Few-Shot Class-Incremental Learning with Non-IID Decentralized Data Cuiwei Liu Siang Xu Huaijun Qiu Jing Zhang Zhi Liu Liang Zhao CLL 32 0 0 18 Sep 2024
Vision-Language Navigation with Continual Learning Zhiyuan Li Yanfeng Lv Ziqin Tu Di Shang Hong Qiao 32 2 0 04 Sep 2024
Towards Few-Shot Learning in the Open World: A Review and Beyond Hui Xue Yuexuan An Yongchun Qin Wenqian Li Yixin Wu Yongjuan Che Pengfei Fang Minling Zhang OffRL 46 1 0 19 Aug 2024
How to Train the Teacher Model for Effective Knowledge Distillation Shayan Mohajer Hamidi Xizhen Deng Renhao Tan Linfeng Ye Ahmed H. Salamah 24 2 0 25 Jul 2024
Distribution Alignment for Fully Test-Time Adaptation with Dynamic Online Data Streams Ziqiang Wang Zhixiang Chi Yanan Wu Li Gu Zhi Liu Konstantinos Plataniotis Yang Wang OOD TTA 36 2 0 16 Jul 2024
Rethinking Few-shot Class-incremental Learning: Learning from Yourself Yu-Ming Tang Yi-Xing Peng Jingke Meng Wei-Shi Zheng CLL 37 5 0 10 Jul 2024
Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental Learning Xiaojie Li Yibo Yang Jianlong Wu Bernard Ghanem Liqiang Nie Min Zhang Mamba 36 5 0 08 Jul 2024
Data-Efficient and Robust Task Selection for Meta-Learning Donglin Zhan James Anderson OOD 19 2 0 11 May 2024
Delve into Base-Novel Confusion: Redundancy Exploration for Few-Shot Class-Incremental Learning Haichen Zhou Yixiong Zou Ruixuan Li Yuhua Li Kui Xiao 24 1 0 08 May 2024
Adapting to Distribution Shift by Visual Domain Prompt Generation Zhixiang Chi Li Gu Tao Zhong Huan Liu Yuanhao Yu Konstantinos N Plataniotis Yang Wang VLM OOD 31 7 0 05 May 2024
Few Shot Class Incremental Learning using Vision-Language models Anurag Kumar Chinmay Bharti Saikat Dutta Srikrishna Karanam Biplab Banerjee VLM CLL 25 0 0 02 May 2024
Generative Multi-modal Models are Good Class-Incremental Learners Xusheng Cao Haori Lu Linlan Huang Xialei Liu Ming-Ming Cheng CLL 41 10 0 27 Mar 2024
A Bag of Tricks for Few-Shot Class-Incremental Learning Shuvendu Roy Chunjong Park Aldi Fahrezi Ali Etemad CLL 43 2 0 21 Mar 2024
Controllable Relation Disentanglement for Few-Shot Class-Incremental Learning Yuanen Zhou Richang Hong Yanrong Guo Lin Liu Shijie Hao Hanwang Zhang 18 0 0 17 Mar 2024
Select and Distill: Selective Dual-Teacher Knowledge Transfer for Continual Learning on Vision-Language Models Yu-Chu Yu Chi-Pin Huang Jr-Jen Chen Kai-Po Chang Yung-Hsuan Lai Fu-En Yang Yu-Chiang Frank Wang CLL VLM 37 7 0 14 Mar 2024
Consistent Prompting for Rehearsal-Free Continual Learning Zhanxin Gao Jun Cen Xiaobin Chang VLM CLL 26 24 0 13 Mar 2024
Contrastive Augmented Graph2Graph Memory Interaction for Few Shot Continual Learning Biqing Qi Junqi Gao Xingquan Chen Dong Li Jianxing Liu Ligang Wu Bowen Zhou CLL 31 4 0 07 Mar 2024
PL-FSCIL: Harnessing the Power of Prompts for Few-Shot Class-Incremental Learning Songsong Tian Lusi Li Weijun Li Hang Ran Li Li X. Ning CLL VLM 34 3 0 26 Jan 2024
Learning Prompt with Distribution-Based Feature Replay for Few-Shot Class-Incremental Learning Zitong Huang Ze Chen Zhixing Chen Erjin Zhou Xinxing Xu Rick Siow Mong Goh Yong-Jin Liu Wangmeng Zuo Chun-Mei Feng CLL VLM BDL 31 8 0 03 Jan 2024
Continual Learning: Forget-free Winning Subnetworks for Video Representations Haeyong Kang Jaehong Yoon Sung Ju Hwang Chang D. Yoo CLL 27 2 0 19 Dec 2023
Catastrophic Forgetting in Deep Learning: A Comprehensive Taxonomy Everton L. Aleixo J. Colonna Marco Cristo Everlandio Fernandes CLL 47 19 0 16 Dec 2023
FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual Learning Dipam Goswami Yuyang Liu Bartlomiej Twardowski Joost van de Weijer CLL 21 52 0 25 Sep 2023
DFIL: Deepfake Incremental Learning by Exploiting Domain-invariant Forgery Clues Kun Pan Yifang Yin Yao Wei Feng Lin Zhongjie Ba Zhenguang Liu Zhibo Wang Lorenzo Cavallaro Kui Ren CLL 38 16 0 18 Sep 2023
Image-Object-Specific Prompt Learning for Few-Shot Class-Incremental Learning In-Ug Yoon Taehyean Choi Sun-Kyung Lee Young-Min Kim Jong-Hwan Kim CLL 21 6 0 06 Sep 2023
MetaGCD: Learning to Continually Learn in Generalized Category Discovery Yanan Wu Zhixiang Chi Yang Wang Songhe Feng BDL CLL 13 26 0 21 Aug 2023
Neural Collapse Terminus: A Unified Solution for Class Incremental Learning and Its Variants Yibo Yang Haobo Yuan Xiangtai Li Jianlong Wu Lefei Zhang Zhouchen Lin Philip H. S. Torr Dacheng Tao Bernard Ghanem CLL 27 8 0 03 Aug 2023
Balanced Supervised Contrastive Learning for Few-Shot Class-Incremental Learning In-Ug Yoon Taehyean Choi Young-Min Kim Jong-Hwan Kim CLL 11 2 0 26 May 2023
Evolving Dictionary Representation for Few-shot Class-incremental Learning Xuejun Han Yuhong Guo CLL 11 0 0 03 May 2023
A Survey on Few-Shot Class-Incremental Learning Song Tian Lusi Li Weijun Li Hang Ran X. Ning Prayag Tiwari CLL 26 100 0 17 Apr 2023
MASIL: Towards Maximum Separable Class Representation for Few Shot Class Incremental Learning Anant Khandelwal CLL 14 0 0 08 Apr 2023
Learning with Fantasy: Semantic-Aware Virtual Contrastive Constraint for Few-Shot Class-Incremental Learning Zeyin Song Yifan Zhao Yujun Shi Peixi Peng Liuliang Yuan Yonghong Tian CLL 11 58 0 02 Apr 2023
Semantic-visual Guided Transformer for Few-shot Class-incremental Learning Wen-Qiang Qiu Sichao Fu Jingyi Zhang Chengxiang Lei Qinmu Peng 27 11 0 27 Mar 2023
Forget-free Continual Learning with Soft-Winning SubNetworks Haeyong Kang Jaehong Yoon Sultan Rizky Hikmawan Madjid Sung Ju Hwang Chang-Dong Yoo CLL 31 4 0 27 Mar 2023
Remind of the Past: Incremental Learning with Analogical Prompts Zhiheng Ma Xiaopeng Hong Beinan Liu Yabin Wang Pinyue Guo Huiyun Li CLL 26 1 0 24 Mar 2023
Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class Incremental Learning Yibo Yang Haobo Yuan Xiangtai Li Zhouchen Lin Philip H. S. Torr Dacheng Tao CLL 22 96 0 06 Feb 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 30 596 0 31 Jan 2023
Uncertainty-Aware Distillation for Semi-Supervised Few-Shot Class-Incremental Learning Yawen Cui Wanxia Deng Haoyu Chen Li Liu CLL 11 24 0 24 Jan 2023
Meta-DMoE: Adapting to Domain Shift by Meta-Distillation from Mixture-of-Experts Tao Zhong Zhixiang Chi Li Gu Yang Wang Yuanhao Yu Jingshan Tang OOD 66 29 0 08 Oct 2022
Improving ProtoNet for Few-Shot Video Object Recognition: Winner of ORBIT Challenge 2022 Liming Gu Zhixiang Chi Huan Liu Yuanhao Yu Yang Wang 22 5 0 01 Oct 2022