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Supervised Contrastive Replay: Revisiting the Nearest Class Mean Classifier in Online Class-Incremental Continual Learning

22 March 2021

Papers citing "Supervised Contrastive Replay: Revisiting the Nearest Class Mean Classifier in Online Class-Incremental Continual Learning"

50 / 112 papers shown

Title
Learning After Model Deployment Derda Kaymak Gyuhak Kim Tomoya Kaichi Tatsuya Konishi Bing-Quan Liu 32 0 0 20 Oct 2025
Rehearsal-free and Task-free Online Continual Learning With Contrastive Prompt Aopeng Wang Ke Deng Yongli Ren Jun Luo CLL 32 0 0 01 Oct 2025
Task-Agnostic Federated Continual Learning via Replay-Free Gradient Projection Seohyeon Cha Huancheng Chen H. Vikalo FedML CLL 36 0 0 25 Sep 2025
Adaptive Model Ensemble for Continual Learning Yuchuan Mao Zhi Gao Xiaomeng Fan Yuwei Wu Yunde Jia Chenchen Jing CLL KELM 24 0 0 24 Sep 2025
Learning Wisdom from Errors: Promoting LLM's Continual Relation Learning through Exploiting Error Cases Shaozhe Yin Jinyu Guo Kai Shuang Xia Liu Ruize Ou CLL KELM 92 1 0 16 Aug 2025
Multi-level Collaborative Distillation Meets Global Workspace Model: A Unified Framework for OCIL Shibin Su Guoqiang Liang De Cheng Shizhou Zhang Lingyan Ran Yanning Zhang CLL 56 0 0 12 Aug 2025
AVA-Bench: Atomic Visual Ability Benchmark for Vision Foundation Models Zheda Mai A. Chowdhury Zihe Wang Sooyoung Jeon Jingyan Bai Jiacheng Hou Jihyung Kil Wei-Lun Chao CoGe 135 4 0 10 Jun 2025
Continual Learning Beyond Experience Rehearsal and Full Model Surrogates Prashant Shivaram Bhat Laurens Niesten Elahe Arani Bahram Zonooz CLL 89 0 0 28 May 2025
Inclusive Training Separation and Implicit Knowledge Interaction for Balanced Online Class-Incremental Learning Shunjie Wen Thomas Heinis Dong-Wan Choi CLL 146 0 0 29 Apr 2025
GPS: Distilling Compact Memories via Grid-based Patch Sampling for Efficient Online Class-Incremental Learning Mingchuan Ma Yuhao Zhou Jindi Lv Yuxin Tian Dan Si Shujian Li Qing Ye Jiancheng Lv CLL 192 0 0 14 Apr 2025
Learning from Streaming Video with Orthogonal GradientsComputer Vision and Pattern Recognition (CVPR), 2025 Tengda Han Dilara Gokay Joseph Heyward Chuhan Zhang Daniel Zoran Viorica Patraucean João Carreira Dima Damen Andrew Zisserman 169 3 0 02 Apr 2025
Optimal Transport-Guided Source-Free Adaptation for Face Anti-SpoofingComputer Vision and Pattern Recognition (CVPR), 2025 Tianying Wang Tianchen Zhao Xiang Xu Zheng Zhang Zhihua Li Xuanbai Chen Qin Zhang Alessandro Bergamo Anil K. Jain Yifan Xing 159 0 0 29 Mar 2025
Ancestral Mamba: Enhancing Selective Discriminant Space Model with Online Visual Prototype Learning for Efficient and Robust Discriminant Approach Jiahao Qin Feng Liu Lu Zong Mamba 140 0 0 26 Mar 2025
Walking the Web of Concept-Class Relationships in Incrementally Trained Interpretable ModelsAAAI Conference on Artificial Intelligence (AAAI), 2025 Susmit Agrawal Deepika Vemuri S. Paul Vineeth N. Balasubramanian CLL 226 0 0 27 Feb 2025
From Offline to Online Memory-Free and Task-Free Continual Learning via Fine-Grained Hypergradients Nicolas Michel Maorong Wang Jiangpeng He Toshihiko Yamasaki CLL 131 0 0 26 Feb 2025
$Online Curvature-Aware Replay: Leveraging $\mathbf{2^{nd}}$ Order Information for Online Continual Learning$ Online Curvature-Aware Replay: Leveraging $\mathbf{2^{nd}}$ Order Information for Online Continual Learning Edoardo Urettini Antonio Carta 188 1 0 03 Feb 2025
Memory Storyboard: Leveraging Temporal Segmentation for Streaming Self-Supervised Learning from Egocentric Videos Yanlai Yang Mengye Ren 760 0 0 21 Jan 2025
Balanced Gradient Sample Retrieval for Enhanced Knowledge Retention in Proxy-based Continual Learning Hongye Xu Jan Wasilewski Bartosz Krawczyk CLL 259 0 0 19 Dec 2024
Soft-TransFormers for Continual Learning Haeyong Kang Chang D. Yoo CLL 280 0 0 25 Nov 2024
Online-LoRA: Task-free Online Continual Learning via Low Rank AdaptationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Xiwen Wei Guihong Li R. Marculescu 113 11 0 08 Nov 2024
Exploring the Stability Gap in Continual Learning: The Role of the Classification HeadIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Wojciech Łapacz Daniel Marczak Filip Szatkowski Tomasz Trzciñski 220 3 0 06 Nov 2024
Continual Learning: Less Forgetting, More OOD Generalization via Adaptive Contrastive Replay Hossein Rezaei Mohammad Sabokrou CLL 128 1 0 09 Oct 2024
Forgetting, Ignorance or Myopia: Revisiting Key Challenges in Online Continual LearningNeural Information Processing Systems (NeurIPS), 2024 Xinrui Wang Chuanxing Geng Wenhai Wan Shao-yuan Li Songcan Chen CLL 192 6 0 28 Sep 2024
Lessons and Insights from a Unifying Study of Parameter-Efficient Fine-Tuning (PEFT) in Visual RecognitionComputer Vision and Pattern Recognition (CVPR), 2024 Zheda Mai Ping Zhang Cheng-Hao Tu Hong-You Chen Li Zhang Wei-Lun Chao 158 6 0 24 Sep 2024
Reducing Catastrophic Forgetting in Online Class Incremental Learning Using Self-Distillation Kotaro Nagata Hiromu Ono Kazuhiro Hotta CLL 85 1 0 17 Sep 2024
From Uncertainty to Clarity: Uncertainty-Guided Class-Incremental Learning for Limited Biomedical Samples via Semantic Expansion Yifei Yao Hanrong Zhang 138 2 0 12 Sep 2024
Dual-CBA: Improving Online Continual Learning via Dual Continual Bias Adaptors from a Bi-level Optimization Perspective Quanziang Wang Renzhen Wang Yichen Wu Xixi Jia Minghao Zhou Deyu Meng 131 1 0 26 Aug 2024
Constructing Enhanced Mutual Information for Online Class-Incremental Learning Huan Zhang Fan Lyu Shenghua Fan Yujin Zheng Dingwen Wang CLL 142 1 0 26 Jul 2024
ER-FSL: Experience Replay with Feature Subspace Learning for Online Continual Learning Huiwei Lin CLL 196 0 0 17 Jul 2024
Accelerating Heterogeneous Federated Learning with Closed-form Classifiers Eros Fani Raffaello Camoriano Barbara Caputo Marco Ciccone 198 7 0 03 Jun 2024
Forward-Backward Knowledge Distillation for Continual Clustering M. Sadeghi Zihan Wang Narges Armanfard CLL 113 0 0 29 May 2024
Online Analytic Exemplar-Free Continual Learning with Large Models for Imbalanced Autonomous Driving Task Huiping Zhuang Di Fang Kai Tong Yuchen Liu Huiping Zhuang Xu Zhou Cen Chen CLL 163 9 0 28 May 2024
Overcoming Domain Drift in Online Continual Learning Fan Lyu Daofeng Liu Linglan Zhao Zhang Zhang Fanhua Shang Fuyuan Hu Wei Feng Liang Wang CLL 136 2 0 15 May 2024
Watch Your Step: Optimal Retrieval for Continual Learning at Scale Truman Hickok Dhireesha Kudithipudi 184 1 0 16 Apr 2024
DELTA: Decoupling Long-Tailed Online Continual Learning S. Raghavan Jiangpeng He Fengqing Zhu 179 6 0 06 Apr 2024
Orchestrate Latent Expertise: Advancing Online Continual Learning with Multi-Level Supervision and Reverse Self-Distillation Hongwei Yan Liyuan Wang Kaisheng Ma Yi Zhong CLL 161 15 0 30 Mar 2024
Selective Attention-based Modulation for Continual Learning Giovanni Bellitto Federica Proietto Salanitri M. Pennisi Matteo Boschini Angelo Porrello Simone Calderara S. Palazzo C. Spampinato CLL 131 1 0 29 Mar 2024
AOCIL: Exemplar-free Analytic Online Class Incremental Learning with Low Time and Resource ConsumptionNeural Information Processing Systems (NeurIPS), 2024 Huiping Zhuang Yuchen Liu Run He Kai Tong Huiping Zhuang Cen Chen Yi Wang Lap-Pui Chau CLL 127 5 0 23 Mar 2024
Confidence Self-Calibration for Multi-Label Class-Incremental Learning Kaile Du Yifan Zhou Fan Lyu Yuyang Li Chen Lu Guangcan Liu CLL 133 5 0 19 Mar 2024
Self-Regulated Neurogenesis for Online Data-Incremental Learning Murat Onur Yildirim Elif Ceren Gok Yildirim Decebal Constantin Mocanu Joaquin Vanschoren CLL 183 0 0 13 Mar 2024
DP-CRE: Continual Relation Extraction via Decoupled Contrastive Learning and Memory Structure Preservation Mengyi Huang Meng Xiao Ludi Wang Yi Du 126 5 0 05 Mar 2024
Making Pre-trained Language Models Better Continual Few-Shot Relation Extractors Shengkun Ma Jiale Han Yi Liang Bo Cheng CLL VLM 102 13 0 24 Feb 2024
Privacy-Preserving Synthetic Continual Semantic Segmentation for Robotic Surgery Mengya Xu Mobarakol Islam Long Bai Hongliang Ren 102 12 0 08 Feb 2024
Continual Learning: Forget-free Winning Subnetworks for Video Representations Haeyong Kang Jaehong Yoon Sung Ju Hwang Chang D. Yoo CLL 307 4 0 19 Dec 2023
Catastrophic Forgetting in Deep Learning: A Comprehensive TaxonomyJournal of the Brazilian Computer Society (JBCS), 2023 Everton L. Aleixo J. Colonna Marco Cristo Everlandio Fernandes CLL 151 40 0 16 Dec 2023
Read Between the Layers: Leveraging Multi-Layer Representations for Rehearsal-Free Continual Learning with Pre-Trained Models Kyra Ahrens Hans Hergen Lehmann Jae Hee Lee Stefan Wermter CLL 267 8 0 13 Dec 2023
Wake-Sleep Consolidated Learning Amelia Sorrenti Giovanni Bellitto Federica Proietto Salanitri M. Pennisi S. Palazzo C. Spampinato CLL 121 2 0 06 Dec 2023
Improving Plasticity in Online Continual Learning via Collaborative LearningComputer Vision and Pattern Recognition (CVPR), 2023 Maorong Wang Nicolas Michel Ling Xiao Toshihiko Yamasaki CLL 171 16 0 01 Dec 2023
Class-Adaptive Sampling Policy for Efficient Continual Learning Hossein Rezaei Mohammad Sabokrou 135 1 0 27 Nov 2023
KOPPA: Improving Prompt-based Continual Learning with Key-Query Orthogonal Projection and Prototype-based One-Versus-All Quyen Tran Lam C. Tran Khoat Than Toan M. Tran Dinh Q. Phung Trung Le VLM 173 6 0 26 Nov 2023