Class-Incremental Learning with Strong Pre-trained Models

7 April 2022

Tz-Ying Wu

Gurumurthy Swaminathan

Papers citing "Class-Incremental Learning with Strong Pre-trained Models"

47 / 47 papers shown

Title
Partitioned Memory Storage Inspired Few-Shot Class-Incremental learning Renye Zhang Yimin Yin Jinghua Zhang CLL 59 0 0 29 Apr 2025
SPECI: Skill Prompts based Hierarchical Continual Imitation Learning for Robot Manipulation Jingkai Xu Xiangli Nie 35 0 0 22 Apr 2025
Task-conditioned Ensemble of Expert Models for Continuous Learning Renu Sharma Debasmita Pal Arun Ross OOD KELM 162 0 0 11 Apr 2025
LoRA Subtraction for Drift-Resistant Space in Exemplar-Free Continual Learning Xuan Liu Xiaobin Chang CLL 191 0 0 23 Mar 2025
Slowing Down Forgetting in Continual Learning Pascal Janetzky Tobias Schlagenhauf Stefan Feuerriegel CLL 34 0 0 11 Nov 2024
Budgeted Online Continual Learning by Adaptive Layer Freezing and Frequency-based Sampling Minhyuk Seo Hyunseo Koh Jonghyun Choi 36 1 0 19 Oct 2024
Exploiting Fine-Grained Prototype Distribution for Boosting Unsupervised Class Incremental Learning Jiaming Liu Hongyuan Liu Zhili Qin Wei Han Yulu Fan Qinli Yang Junming Shao CLL 54 1 0 19 Aug 2024
SLCA++: Unleash the Power of Sequential Fine-tuning for Continual Learning with Pre-training Gengwei Zhang Liyuan Wang Guoliang Kang Ling Chen Yunchao Wei VLM CLL 42 2 0 15 Aug 2024
Multi-Site Class-Incremental Learning with Weighted Experts in Echocardiography Kit M. Bransby Woo-Jin Cho Kim Jorge Oliveira Alex Thorley A. Beqiri Alberto Gómez A. Chartsias OOD 18 0 0 31 Jul 2024
Class-Incremental Learning with CLIP: Adaptive Representation Adjustment and Parameter Fusion Linlan Huang Xusheng Cao Haori Lu Xialei Liu CLL 40 11 0 19 Jul 2024
Decision Boundary-aware Knowledge Consolidation Generates Better Instance-Incremental Learner Qiang Nie Weifu Fu Yuhuan Lin Jialin Li Yifeng Zhou Yong Liu Lei Zhu Chengjie Wang 38 0 0 05 Jun 2024
Harnessing Neural Unit Dynamics for Effective and Scalable Class-Incremental Learning Depeng Li Tianqi Wang Junwei Chen Wei Dai Zhigang Zeng CLL 41 1 0 04 Jun 2024
An Empirical Analysis of Forgetting in Pre-trained Models with Incremental Low-Rank Updates Albin Soutif--Cormerais Simone Magistri Joost van de Weijer Andew D. Bagdanov 40 1 0 28 May 2024
Dynamic Feature Learning and Matching for Class-Incremental Learning Sunyuan Qiang Yanyan Liang Jun Wan Du Zhang CLL 38 3 0 14 May 2024
MuseumMaker: Continual Style Customization without Catastrophic Forgetting Chenxi Liu Gan Sun Wenqi Liang Jiahua Dong Can Qin Yang Cong DiffM 50 3 0 25 Apr 2024
Generative Multi-modal Models are Good Class-Incremental Learners Xusheng Cao Haori Lu Linlan Huang Xialei Liu Ming-Ming Cheng CLL 49 10 0 27 Mar 2024
Premonition: Using Generative Models to Preempt Future Data Changes in Continual Learning Mark D Mcdonnell Dong Gong Ehsan Abbasnejad Anton Van Den Hengel VLM DiffM 83 3 0 12 Mar 2024
Few-Shot Class-Incremental Learning with Prior Knowledge Wenhao Jiang Duo Li Menghan Hu Guangtao Zhai Xiaokang Yang Xiao-Ping Zhang CLL 47 1 0 02 Feb 2024
Enhancing Consistency and Mitigating Bias: A Data Replay Approach for Incremental Learning Chenyang Wang Junjun Jiang Xingyu Hu Xianming Liu Xiangyang Ji 47 2 0 12 Jan 2024
PILoRA: Prototype Guided Incremental LoRA for Federated Class-Incremental Learning Haiyang Guo Fei Zhu Wenzhuo Liu Xu-Yao Zhang Cheng-Lin Liu CLL 35 6 0 04 Jan 2024
Weighted Ensemble Models Are Strong Continual Learners Imad Eddine Marouf Subhankar Roy Enzo Tartaglione Stéphane Lathuilière CLL 32 16 0 14 Dec 2023
Holistic Transfer: Towards Non-Disruptive Fine-Tuning with Partial Target Data Cheng-Hao Tu Hong-You Chen Zheda Mai Shitian Zhao Vardaan Pahuja Tanya Berger-Wolf Song Gao Charles V. Stewart Yu-Chuan Su Wei-Lun Chao CLL 36 3 0 02 Nov 2023
A Survey on Continual Semantic Segmentation: Theory, Challenge, Method and Application Bo Yuan Danpei Zhao 3DV CLL 38 10 0 22 Oct 2023
Federated Class-Incremental Learning with Prompting Jiale Liu Yu-Wei Zhan Chong-Yu Zhang Xin Luo Zhen-Duo Chen Yinwei Wei CLL FedML 29 2 0 13 Oct 2023
FDCNet: Feature Drift Compensation Network for Class-Incremental Weakly Supervised Object Localization Sejin Park Taehyung Lee Yeejin Lee Byeongkeun Kang WSOL CLL 39 4 0 17 Sep 2023
An Analysis of Initial Training Strategies for Exemplar-Free Class-Incremental Learning Grégoire Petit Michael Soumm Eva Feillet Adrian Daniel Popescu Bertrand Delezoide David Picard C´eline Hudelot CLL 31 7 0 22 Aug 2023
RanPAC: Random Projections and Pre-trained Models for Continual Learning Mark D Mcdonnell Dong Gong Amin Parvaneh Ehsan Abbasnejad Anton Van Den Hengel VLM CLL 29 95 0 05 Jul 2023
Long-Tailed Continual Learning For Visual Food Recognition Jiangpeng He Luotao Lin Jack Ma H. Eicher-Miller F. Zhu Fengqing M Zhu 59 14 0 01 Jul 2023
Learnability and Algorithm for Continual Learning Gyuhak Kim Changnan Xiao Tatsuya Konishi Bin Liu CLL 37 24 0 22 Jun 2023
Complementary Learning Subnetworks for Parameter-Efficient Class-Incremental Learning Depeng Li Zhigang Zeng CLL 27 1 0 21 Jun 2023
IF2Net: Innately Forgetting-Free Networks for Continual Learning Depeng Li Tianqi Wang Bingrong Xu Kenji Kawaguchi Zhigang Zeng Ponnuthurai Nagaratnam Suganthan CLL 133 2 0 18 Jun 2023
POP: Prompt Of Prompts for Continual Learning Zhiyuan Hu J. Lyu Dashan Gao Nuno Vasconcelos CLL LRM VLM 13 5 0 14 Jun 2023
Rapid Adaptation in Online Continual Learning: Are We Evaluating It Right? Hasan Hammoud Ameya Prabhu Ser-Nam Lim Philip Torr Adel Bibi Guohao Li CLL 111 16 0 16 May 2023
Online Continual Learning Without the Storage Constraint Ameya Prabhu Zhipeng Cai P. Dokania Philip Torr V. Koltun Ozan Sener CLL 118 31 0 16 May 2023
Large-scale Pre-trained Models are Surprisingly Strong in Incremental Novel Class Discovery Mingxuan Liu Subhankar Roy Zhun Zhong N. Sebe Elisa Ricci CLL SSL 37 10 0 28 Mar 2023
Remind of the Past: Incremental Learning with Analogical Prompts Zhiheng Ma Xiaopeng Hong Beinan Liu Yabin Wang Pinyue Guo Huiyun Li CLL 34 1 0 24 Mar 2023
First Session Adaptation: A Strong Replay-Free Baseline for Class-Incremental Learning A. Panos Yuriko Kobe Daniel Olmeda Reino Rahaf Aljundi Richard Turner CLL 103 42 0 23 Mar 2023
Dense Network Expansion for Class Incremental Learning Zhiyuan Hu Yunsheng Li J. Lyu Dashan Gao Nuno Vasconcelos CLL 27 42 0 22 Mar 2023
Computationally Budgeted Continual Learning: What Does Matter? Ameya Prabhu Hasan Hammoud P. Dokania Philip Torr Ser-Nam Lim Guohao Li Adel Bibi CLL 36 62 0 20 Mar 2023
SLCA: Slow Learner with Classifier Alignment for Continual Learning on a Pre-trained Model Gengwei Zhang Liyuan Wang Guoliang Kang Ling-Hao Chen Yunchao Wei CLL 31 106 0 09 Mar 2023
New Insights for the Stability-Plasticity Dilemma in Online Continual Learning Dahuin Jung Dongjin Lee Sunwon Hong Hyemi Jang Ho Bae Sungroh Yoon CLL 31 14 0 17 Feb 2023
No One Left Behind: Real-World Federated Class-Incremental Learning Jiahua Dong Hongliu Li Yang Cong Gan Sun Yulun Zhang Dengxin Dai FedML CLL 18 38 0 02 Feb 2023
Continual Segment: Towards a Single, Unified and Accessible Continual Segmentation Model of 143 Whole-body Organs in CT Scans Zhanghexuan Ji Dazhou Guo Puyang Wang Ke Yan Le Lu ... Qifeng Wang J. Ge Mingchen Gao X. Ye D. Jin OOD 21 19 0 01 Feb 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 40 601 0 31 Jan 2023
Learning with Style: Continual Semantic Segmentation Across Tasks and Domains Marco Toldo Umberto Michieli Pietro Zanuttigh CLL VLM 41 5 0 13 Oct 2022
Schedule-Robust Online Continual Learning Ruohan Wang Marco Ciccone Giulia Luise A. Yapp Massimiliano Pontil C. Ciliberto CLL 32 4 0 11 Oct 2022
A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning Da-Wei Zhou Qiwen Wang Han-Jia Ye De-Chuan Zhan 29 122 0 26 May 2022