Few-Shot Incremental Learning with Continually Evolved Classifiers

7 April 2021

Guosheng Lin

Papers citing "Few-Shot Incremental Learning with Continually Evolved Classifiers"

48 / 48 papers shown

Title
Partitioned Memory Storage Inspired Few-Shot Class-Incremental learning Renye Zhang Yimin Yin Jinghua Zhang CLL 57 0 0 29 Apr 2025
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
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
Task Consistent Prototype Learning for Incremental Few-shot Semantic Segmentation Wenbo Xu Yanan Wu Haoran Jiang Yang Wang Qiang Wu Jian Andrew Zhang CLL VLM 21 0 0 16 Oct 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
Exploiting the Semantic Knowledge of Pre-trained Text-Encoders for Continual Learning Lu Yu Hesong Li Ying Fu J. Weijer Changsheng Xu CLL 47 1 0 02 Aug 2024
Towards Robust Few-shot Class Incremental Learning in Audio Classification using Contrastive Representation Riyansha Singh Parinita Nema V. Kurmi CLL 21 1 0 27 Jul 2024
One-Shot Domain Incremental Learning Yasushi Esaki Satoshi Koide Takuro Kutsuna CLL VLM 40 0 0 25 Mar 2024
NTK-Guided Few-Shot Class Incremental Learning Jingren Liu Zhong Ji Yanwei Pang Yunlong Yu CLL 34 3 0 19 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
Continual Adversarial Defense Qian Wang Yaoyao Liu Hefei Ling Yingwei Li Qihao Liu Ping Li AAML 54 3 0 15 Dec 2023
FaceStudio: Put Your Face Everywhere in Seconds Yuxuan Yan C. Zhang Rui Wang Yichao Zhou Gege Zhang Pei Cheng Gang Yu Bin-Bin Fu DiffM 35 39 0 05 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
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
CBCL-PR: A Cognitively Inspired Model for Class-Incremental Learning in Robotics Ali Ayub Alan R. Wagner CLL 27 4 0 31 Jul 2023
Knowledge Transfer-Driven Few-Shot Class-Incremental Learning Ye Wang Yaxiong Wang Guoshuai Zhao Xueming Qian CLL 29 1 0 19 Jun 2023
Continual Learning through Human-Robot Interaction: Human Perceptions of a Continual Learning Robot in Repeated Interactions Ali Ayub Zachary De Francesco Patrick Holthaus Chrystopher L. Nehaniv Kerstin Dautenhahn CLL HAI 24 5 0 22 May 2023
DAC-MR: Data Augmentation Consistency Based Meta-Regularization for Meta-Learning Jun Shu Xiang Yuan Deyu Meng Zongben Xu 28 4 0 13 May 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
Two-level Graph Network for Few-Shot Class-Incremental Learning Hao Chen Linyan Li Fan Lyu Fuyuan Hu Zhenping Xia Fenglei Xu CLL 26 0 0 24 Mar 2023
Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey Huali Xu Shuaifeng Zhi Shuzhou Sun Vishal M. Patel Li Liu 32 13 0 15 Mar 2023
Generalized Few-Shot Continual Learning with Contrastive Mixture of Adapters Yawen Cui Zitong Yu Rizhao Cai Xuna Wang Alex C. Kot Li Liu CLL 22 7 0 12 Feb 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 26 96 0 06 Feb 2023
Towards Label-Efficient Incremental Learning: A Survey Mert Kilickaya Joost van de Weijer Yuki M. Asano CLL 20 4 0 01 Feb 2023
RMM: Reinforced Memory Management for Class-Incremental Learning Yaoyao Liu Bernt Schiele Qianru Sun CLL 21 92 0 14 Jan 2023
Better Generalized Few-Shot Learning Even Without Base Data Seongwoong Kim Dong-Wan Choi 19 7 0 29 Nov 2022
A Survey on Computer Vision based Human Analysis in the COVID-19 Era Fevziye Irem Eyiokur Alperen Kantarci M. Erakin Naser Damer Ferda Ofli ... Janez Križaj A. Salah Alexander Waibel Vitomir Štruc H. K. Ekenel 32 20 0 07 Nov 2022
Fast Hierarchical Learning for Few-Shot Object Detection Yihang She Goutam Bhat Martin Danelljan F. I. F. Richard Yu ObjD 17 1 0 10 Oct 2022
Few-Shot Class-Incremental Learning via Entropy-Regularized Data-Free Replay Huan Liu Li Gu Zhixiang Chi Yang Wang Yuanhao Yu Jun Chen Jingshan Tang 28 81 0 22 Jul 2022
Rethinking Few-Shot Class-Incremental Learning with Open-Set Hypothesis in Hyperbolic Geometry Yawen Cui Zitong Yu Wei Peng Li Liu CLL 8 11 0 20 Jul 2022
Constrained Few-shot Class-incremental Learning Michael Hersche G. Karunaratne G. Cherubini Luca Benini A. Sebastian Abbas Rahimi CLL 24 141 0 30 Mar 2022
Representation Compensation Networks for Continual Semantic Segmentation Chang-Bin Zhang Jianqiang Xiao Xialei Liu Ying-Cong Chen Mingg-Ming Cheng SSeg CLL 34 93 0 10 Mar 2022
Continual Few-shot Relation Learning via Embedding Space Regularization and Data Augmentation Chengwei Qin Shafiq R. Joty BDL CLL 11 33 0 04 Mar 2022
Graph Lifelong Learning: A Survey F. Febrinanto Feng Xia Kristen Moore Chandra Thapa Charu C. Aggarwal CLL AI4CE 37 50 0 22 Feb 2022
Graph Few-shot Class-incremental Learning Zhen Tan Kaize Ding Ruocheng Guo Huan Liu CLL GNN 27 59 0 23 Dec 2021
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 28 9 0 09 Nov 2021
A Strong Baseline for Semi-Supervised Incremental Few-Shot Learning Linlan Zhao Dashan Guo Yunlu Xu Liang Qiao Zhanzhan Cheng Shiliang Pu Yi Niu Xi Fang CLL 24 2 0 21 Oct 2021
Subspace Regularizers for Few-Shot Class Incremental Learning Afra Feyza Akyürek Ekin Akyürek Derry Wijaya Jacob Andreas CLL 19 59 0 13 Oct 2021
Recent Advances of Continual Learning in Computer Vision: An Overview Haoxuan Qu Hossein Rahmani Li Xu Bryan M. Williams Jun Liu VLM CLL 23 73 0 23 Sep 2021
Distilling Causal Effect of Data in Class-Incremental Learning Xinting Hu Kaihua Tang C. Miao Xiansheng Hua Hanwang Zhang CML 174 175 0 02 Mar 2021
CycleSegNet: Object Co-segmentation with Cycle Refinement and Region Correspondence Chi Zhang Guankai Li Guosheng Lin Qingyao Wu Rui Yao 64 26 0 05 Jan 2021
Adaptive Aggregation Networks for Class-Incremental Learning Yaoyao Liu Bernt Schiele Qianru Sun CLL 13 215 0 10 Oct 2020
CRNet: Cross-Reference Networks for Few-Shot Segmentation Weide Liu Chi Zhang Guosheng Lin Fayao Liu SSeg 144 192 0 24 Mar 2020
Conditional Gaussian Distribution Learning for Open Set Recognition Xin Sun Zhen Yang Chi Zhang Guohao Peng K. Ling BDL UQCV 149 216 0 19 Mar 2020
Cross Attention Network for Few-shot Classification Rui Hou Hong Chang Bingpeng Ma Shiguang Shan Xilin Chen 202 629 0 17 Oct 2019
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 290 11,681 0 09 Mar 2017