Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks

31 March 2022

Da-Wei Zhou

Han-Jia Ye

Papers citing "Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks"

50 / 75 papers shown

Title
Adaptive Decision Boundary for Few-Shot Class-Incremental Learning Linhao Li Yongzhang Tan Siyuan Yang Hao Cheng Yongfeng Dong Liang Yang CLL 47 0 0 15 Apr 2025
Adaptive Additive Parameter Updates of Vision Transformers for Few-Shot Continual Learning Kyle Stein A. Mahyari Guillermo Francia III Eman El-Sheikh CLL 65 0 0 11 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
An experimental approach on Few Shot Class Incremental Learning Marinela Adam CLL 54 0 0 14 Mar 2025
A New Benchmark for Few-Shot Class-Incremental Learning: Redefining the Upper Bound Shiwon Kim Dongjun Hwang Sungwon Woo Rita Singh CLL 52 0 0 13 Mar 2025
Mastering Continual Reinforcement Learning through Fine-Grained Sparse Network Allocation and Dormant Neuron Exploration Chengqi Zheng Haiyan Yin Jianda Chen Terence Ng Yew-Soon Ong Ivor Tsang CLL 143 0 0 07 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
Strategic Base Representation Learning via Feature Augmentations for Few-Shot Class Incremental Learning Parinita Nema V. Kurmi CLL 58 0 0 17 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
CALA: A Class-Aware Logit Adapter for Few-Shot Class-Incremental Learning Chengyan Liu Linglan Zhao Fan Lyu Kaile Du Fuyuan Hu Tao Zhou CLL 78 0 0 17 Dec 2024
Class Balance Matters to Active Class-Incremental Learning Zitong Huang Z. Chen Yuanze Li Bowen Dong Erjin Zhou Y. Liu Rick Siow Mong Goh Chun-Mei Feng W. Zuo CLL 71 0 0 09 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
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 48 1 0 19 Aug 2024
Distribution-Level Memory Recall for Continual Learning: Preserving Knowledge and Avoiding Confusion Shaoxu Cheng Kanglei Geng Chiyuan He Zihuan Qiu Linfeng Xu Heqian Qiu Lanxiao Wang Qingbo Wu Fanman Meng Hongliang Li CLL 24 0 0 04 Aug 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 38 5 0 08 Jul 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
Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision Transformers Dipam Goswami Bartlomiej Twardowski J. Weijer 42 4 0 09 Apr 2024
Pre-trained Vision and Language Transformers Are Few-Shot Incremental Learners Keon-Hee Park Kyungwoo Song Gyeong-Moon Park VLM CLL 35 16 0 02 Apr 2024
OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental Learning Noor Ahmed Anna Kukleva Bernt Schiele CLL 32 12 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
Confidence Self-Calibration for Multi-Label Class-Incremental Learning Kaile Du Yifan Zhou Fan Lyu Yuyang Li Chen Lu Guangcan Liu CLL 32 2 0 19 Mar 2024
NTK-Guided Few-Shot Class Incremental Learning Jingren Liu Zhong Ji Yanwei Pang Yunlong Yu CLL 34 3 0 19 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
12 mJ per Class On-Device Online Few-Shot Class-Incremental Learning Yoga Esa Wibowo Cristian Cioflan T. Ingolfsson Michael Hersche Leo Zhao Abbas Rahimi Luca Benini CLL 37 1 0 12 Mar 2024
A streamlined Approach to Multimodal Few-Shot Class Incremental Learning for Fine-Grained Datasets T. Doan Sima Behpour Xin Li Wenbin He Liangke Gou Liu Ren VLM 38 1 0 10 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
Few-Shot Class-Incremental Learning via Training-Free Prototype Calibration Qiwen Wang Da-Wei Zhou Yi-Kai Zhang De-Chuan Zhan Han-Jia Ye CLL 37 44 0 08 Dec 2023
Sketch Input Method Editor: A Comprehensive Dataset and Methodology for Systematic Input Recognition Guangming Zhu Siyuan Wang Qing Cheng Kelong Wu Hao Li Liang Zhang 26 2 0 30 Nov 2023
When Meta-Learning Meets Online and Continual Learning: A Survey Jaehyeon Son Soochan Lee Gunhee Kim OOD CLL 32 10 0 09 Nov 2023
Constructing Sample-to-Class Graph for Few-Shot Class-Incremental Learning Fuyuan Hu Jian Zhang Fan Lyu Linyan Li Fenglei Xu CLL 18 3 0 31 Oct 2023
ProtoNER: Few shot Incremental Learning for Named Entity Recognition using Prototypical Networks Ritesh Kumar Saurabh Goyal Ashish Verma Vatche Isahagian 8 3 0 03 Oct 2023
HPCR: Holistic Proxy-based Contrastive Replay for Online Continual Learning Huiwei Lin Shanshan Feng Baoquan Zhang Xutao Li Y. Ong CLL 37 0 0 26 Sep 2023
FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual Learning Dipam Goswami Yuyang Liu Bartlomiej Twardowski Joost van de Weijer CLL 27 52 0 25 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
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 31 8 0 03 Aug 2023
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning Zhenyi Wang Enneng Yang Li Shen Heng-Chiao Huang KELM MU 29 47 0 16 Jul 2023
Multimodal Prompt Learning for Product Title Generation with Extremely Limited Labels Bang-ju Yang Fenglin Liu Zheng Li Qingyu Yin Chenyu You Bing Yin Yuexian Zou VLM 33 5 0 05 Jul 2023
Balanced Supervised Contrastive Learning for Few-Shot Class-Incremental Learning In-Ug Yoon Taehyean Choi Young-Min Kim Jong-Hwan Kim CLL 19 2 0 26 May 2023
Deep Lifelong Cross-modal Hashing Liming Xu Hanqi Li Bochuan Zheng Weisheng Li Jiancheng Lv CLL 9 0 0 26 Apr 2023
A Forward and Backward Compatible Framework for Few-shot Class-incremental Pill Recognition Jinghua Zhang Li Liu Kai Gao Dewen Hu CLL MedIm 21 4 0 24 Apr 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
Preserving Locality in Vision Transformers for Class Incremental Learning Bowen Zheng Da-Wei Zhou Han-Jia Ye De-Chuan Zhan CLL 19 5 0 14 Apr 2023
Few-shot Class-incremental Learning for Cross-domain Disease Classification Han Yang Weijian Huang Jiarun Liu Cheng Li Shanshan Wang CLL 29 4 0 12 Apr 2023