DER: Dynamically Expandable Representation for Class Incremental Learning

31 March 2021

Papers citing "DER: Dynamically Expandable Representation for Class Incremental Learning"

50 / 74 papers shown

Title
Saliency-Motion Guided Trunk-Collateral Network for Unsupervised Video Object Segmentation Xiangyu Zheng Wanyun Li Songcheng He Jianping Fan Xiaoqiang Li We Zhang VOS 35 0 0 08 Apr 2025
Adaptive Weighted Parameter Fusion with CLIP for Class-Incremental Learning J. Guo Xiaoguang Zhu Liangyu Teng Hao Yang Jiaheng Liu Yi Liu Liang Song CLL VLM 72 1 0 25 Mar 2025
Feature Calibration enhanced Parameter Synthesis for CLIP-based Class-incremental Learning J. Guo Xiaoguang Zhu Xiaoguang Zhu Lianlong Sun Liangyu Teng Yang Liu Di Li Wei Zhou Liang Song CLL VLM 59 1 0 24 Mar 2025
S2IL: Structurally Stable Incremental Learning S. Balasubramanian Yedu Krishna P Talasu Sai Sriram M Sai Subramaniam Manepalli Pranav Phanindra Sai Darshan Gera CLL 58 0 0 15 Mar 2025
DesCLIP: Robust Continual Adaptation via General Attribute Descriptions for Pretrained Vision-Language Models Chiyuan He Zihuan Qiu Fanman Meng Linfeng Xu Q. Wu Hao Li VLM CLL KELM 63 0 0 02 Feb 2025
Adaptive Rank, Reduced Forgetting: Knowledge Retention in Continual Learning Vision-Language Models with Dynamic Rank-Selective LoRA Haodong Lu Chongyang Zhao Jason Xue Lina Yao Kristen Moore Dong Gong VLM KELM CLL 88 3 0 01 Dec 2024
Dual Consolidation for Pre-Trained Model-Based Domain-Incremental Learning Da-Wei Zhou Zi-Wen Cai Han-Jia Ye Lijun Zhang De-Chuan Zhan CLL AI4CE 76 2 0 01 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 34 0 0 18 Sep 2024
Adaptive Adapter Routing for Long-Tailed Class-Incremental Learning Zhi-Hong Qi Da-Wei Zhou Yiran Yao Han-Jia Ye De-Chuan Zhan CLL 48 5 0 11 Sep 2024
Joint Input and Output Coordination for Class-Incremental Learning Shuai Wang Yibing Zhan Yong Luo Han Hu Wei Yu Yonggang Wen Dacheng Tao CLL 37 2 0 09 Sep 2024
Balanced Residual Distillation Learning for 3D Point Cloud Class-Incremental Semantic Segmentation Yuanzhi Su Siyuan Chen Yuan-Gen Wang CLL 34 2 0 02 Aug 2024
Exploiting the Semantic Knowledge of Pre-trained Text-Encoders for Continual Learning Lu Yu Hesong Li Ying Fu J. Weijer Changsheng Xu CLL 55 1 0 02 Aug 2024
Strike a Balance in Continual Panoptic Segmentation Jinpeng Chen Runmin Cong Yuxuan Luo H. Ip Sam Kwong 43 4 0 23 Jul 2024
Early Preparation Pays Off: New Classifier Pre-tuning for Class Incremental Semantic Segmentation Zhengyuan Xie Haiquan Lu Jia-Wen Xiao Enguang Wang Le Zhang Xialei Liu CLL 33 2 0 19 Jul 2024
Distribution Aligned Semantics Adaption for Lifelong Person Re-Identification Qizao Wang Xuelin Qian Bin Li Xiangyang Xue 26 1 0 30 May 2024
Adversarially Diversified Rehearsal Memory (ADRM): Mitigating Memory Overfitting Challenge in Continual Learning Hikmat Khan Ghulam Rasool N. Bouaynaya AAML 28 0 0 20 May 2024
FeTT: Continual Class Incremental Learning via Feature Transformation Tuning Sunyuan Qiang Xuxin Lin Yanyan Liang Jun Wan Du Zhang CLL 48 1 0 20 May 2024
Toward industrial use of continual learning : new metrics proposal for class incremental learning Mohamed Abbas Konaté A. Yao T. Chateau P. Bouges CLL 24 0 0 10 Apr 2024
Future-Proofing Class-Incremental Learning Quentin Jodelet Xin Liu Yin Jun Phua Tsuyoshi Murata VLM 44 2 0 04 Apr 2024
Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning Huiyi Wang Haodong Lu Lina Yao Dong Gong KELM CLL 45 8 0 27 Mar 2024
Improving Forward Compatibility in Class Incremental Learning by Increasing Representation Rank and Feature Richness Jaeill Kim Wonseok Lee Moonjung Eo Wonjong Rhee CLL 44 0 0 22 Mar 2024
NTK-Guided Few-Shot Class Incremental Learning Jingren Liu Zhong Ji Yanwei Pang Yunlong Yu CLL 39 3 0 19 Mar 2024
Hyperparameters in Continual Learning: A Reality Check Sungmin Cha Kyunghyun Cho CLL 71 2 0 14 Mar 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
Prompt-Based Exemplar Super-Compression and Regeneration for Class-Incremental Learning Ruxiao Duan Yaoyao Liu Jieneng Chen Adam Kortylewski Alan L. Yuille DiffM VLM 32 1 0 30 Nov 2023
PILOT: A Pre-Trained Model-Based Continual Learning Toolbox Hai-Long Sun Da-Wei Zhou Han-Jia Ye De-Chuan Zhan CLL 108 27 0 13 Sep 2023
Plasticity-Optimized Complementary Networks for Unsupervised Continual Learning Alex Gomez-Villa Bartlomiej Twardowski Kai Wang Joost van de Weijer SSL CLL 33 8 0 12 Sep 2023
Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery Grzegorz Rype'sć Daniel Marczak Sebastian Cygert Tomasz Trzciñski Bartlomiej Twardowski VLM CLL 33 2 0 23 Aug 2023
SATHUR: Self Augmenting Task Hallucinal Unified Representation for Generalized Class Incremental Learning Sathursan Kanagarajah Thanuja D. Ambegoda Ranga Rodrigo CLL 27 0 0 13 Aug 2023
Heterogeneous Forgetting Compensation for Class-Incremental Learning Jiahua Dong Wenqi Liang Yang Cong Gan Sun CLL 26 19 0 07 Aug 2023
Neural Collapse Terminus: A Unified Solution for Class Incremental Learning and Its Variants Yibo Yang Haobo Yuan Hefei Ling Jianlong Wu Lefei Zhang Zhouchen Lin Philip Torr Dacheng Tao Guohao Li CLL 31 8 0 03 Aug 2023
Knowledge Transfer-Driven Few-Shot Class-Incremental Learning Ye Wang Yaxiong Wang Guoshuai Zhao Xueming Qian CLL 29 1 0 19 Jun 2023
Learning without Forgetting for Vision-Language Models Da-Wei Zhou Yuanhan Zhang Jingyi Ning Jingyi Ning De-Chuan Zhan De-Chuan Zhan Ziwei Liu VLM CLL 74 37 0 30 May 2023
Non-exemplar Class-incremental Learning by Random Auxiliary Classes Augmentation and Mixed Features Kenny Song Quan Xia Guoqiang Liang Zhaoji Chen Yanning Zhang CLL 30 6 0 16 Apr 2023
Preserving Locality in Vision Transformers for Class Incremental Learning Bowen Zheng Da-Wei Zhou Han-Jia Ye De-Chuan Zhan CLL 27 5 0 14 Apr 2023
Task Difficulty Aware Parameter Allocation & Regularization for Lifelong Learning Wenjin Wang Yunqing Hu Qianglong Chen Yin Zhang CLL 32 13 0 11 Apr 2023
Exploring Data Geometry for Continual Learning Zhi Gao C. Xu Feng Li Yunde Jia Mehrtash Harandi Yuwei Wu CLL 21 9 0 08 Apr 2023
Mole Recruitment: Poisoning of Image Classifiers via Selective Batch Sampling Ethan Wisdom Tejas Gokhale Chaowei Xiao Yezhou Yang 20 0 0 30 Mar 2023
How Efficient Are Today's Continual Learning Algorithms? Md Yousuf Harun Jhair Gallardo Tyler L. Hayes Christopher Kanan 21 23 0 29 Mar 2023
Remind of the Past: Incremental Learning with Analogical Prompts Zhiheng Ma Xiaopeng Hong Beinan Liu Yabin Wang Pinyue Guo Huiyun Li CLL 31 1 0 24 Mar 2023
Achieving a Better Stability-Plasticity Trade-off via Auxiliary Networks in Continual Learning Sang-Ho Kim Lorenzo Noci Antonio Orvieto Thomas Hofmann CLL 24 35 0 16 Mar 2023
ICICLE: Interpretable Class Incremental Continual Learning Dawid Rymarczyk Joost van de Weijer Bartosz Zieliñski Bartlomiej Twardowski CLL 32 28 0 14 Mar 2023
Towards Continual Egocentric Activity Recognition: A Multi-modal Egocentric Activity Dataset for Continual Learning Linfeng Xu Qingbo Wu Lili Pan Fanman Meng Hongliang Li Chiyuan He Hanxin Wang Shaoxu Cheng Yunshu Dai EgoV HAI 28 23 0 26 Jan 2023
Progressive Learning without Forgetting Tao Feng Hangjie Yuan Mang Wang Ziyuan Huang Ang Bian Jianzhou Zhang CLL KELM 44 4 0 28 Nov 2022
Unveiling the Tapestry: the Interplay of Generalization and Forgetting in Continual Learning Zenglin Shi Jing Jie Ying Sun J. Lim Mengmi Zhang CLL 39 1 0 21 Nov 2022
A Theoretical Study on Solving Continual Learning Gyuhak Kim Changnan Xiao Tatsuya Konishi Zixuan Ke Bin Liu CLL 27 70 0 04 Nov 2022
Learning with Style: Continual Semantic Segmentation Across Tasks and Domains Marco Toldo Umberto Michieli Pietro Zanuttigh CLL VLM 41 5 0 13 Oct 2022
Continual Learning by Modeling Intra-Class Variation L. Yu Tianyang Hu Lanqing Hong Zhen Liu Adrian Weller Weiyang Liu CLL 48 12 0 11 Oct 2022
CLIP model is an Efficient Continual Learner Vishal G. Thengane Salman Khan Munawar Hayat F. Khan BDL VLM CLL 112 46 0 06 Oct 2022
A Multi-Head Model for Continual Learning via Out-of-Distribution Replay Gyuhak Kim Zixuan Ke Bin Liu VLM CLL OODD 25 29 0 20 Aug 2022