Class-Incremental Learning with Strong Pre-trained Models

Class-Incremental Learning with Strong Pre-trained Models

7 April 2022

Gurumurthy Swaminathan

Avinash Ravichandran

Nuno Vasconcelos

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

12 / 12 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
Task-conditioned Ensemble of Expert Models for Continuous Learning Renu Sharma Debasmita Pal Arun Ross OOD KELM 91 0 0 11 Apr 2025
LoRA Subtraction for Drift-Resistant Space in Exemplar-Free Continual Learning Xuan Liu Xiaobin Chang CLL 104 0 0 23 Mar 2025
Budgeted Online Continual Learning by Adaptive Layer Freezing and Frequency-based Sampling Minhyuk Seo Hyunseo Koh Jonghyun Choi 29 1 0 19 Oct 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 24 0 0 05 Jun 2024
Enhancing Consistency and Mitigating Bias: A Data Replay Approach for Incremental Learning Chenyang Wang Junjun Jiang Xingyu Hu Xianming Liu Xiangyang Ji 32 2 0 12 Jan 2024
Federated Class-Incremental Learning with Prompting Jiale Liu Yu-Wei Zhan Chong-Yu Zhang Xin Luo Zhen-Duo Chen Yinwei Wei CLL FedML 21 2 0 13 Oct 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
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 24 10 0 28 Mar 2023
Learning with Style: Continual Semantic Segmentation Across Tasks and Domains Marco Toldo Umberto Michieli Pietro Zanuttigh CLL VLM 28 5 0 13 Oct 2022
Schedule-Robust Online Continual Learning Ruohan Wang Marco Ciccone Giulia Luise A. Yapp Massimiliano Pontil C. Ciliberto CLL 24 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 19 122 0 26 May 2022