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 / 102 papers shown

Title
Inclusive Training Separation and Implicit Knowledge Interaction for Balanced Online Class-Incremental Learning Shunjie Wen Thomas Heinis Dong-Wan Choi CLL 44 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 41 0 0 14 Apr 2025
Learning from Streaming Video with Orthogonal Gradients Tengda Han Dilara Gokay Joseph Heyward Chuhan Zhang Daniel Zoran Viorica Patraucean João Carreira Dima Damen Andrew Zisserman 48 0 0 02 Apr 2025
Optimal Transport-Guided Source-Free Adaptation for Face Anti-Spoofing Zhu Li Tianchen Zhao Xiang Xu Zheng Zhang Zhihua Li Xuanbai Chen Q. Zhang Alessandro Bergamo Anil K. Jain Yifan Xing 37 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 40 0 0 26 Mar 2025
Walking the Web of Concept-Class Relationships in Incrementally Trained Interpretable Models Susmit Agrawal Deepika Vemuri S. Paul Vineeth N. Balasubramanian CLL 67 0 0 27 Feb 2025
Online Prototypes and Class-Wise Hypergradients for Online Continual Learning with Pre-Trained Models Nicolas Michel Maorong Wang Jiangpeng He Toshihiko Yamasaki CLL 59 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 73 0 0 03 Feb 2025
Memory Storyboard: Leveraging Temporal Segmentation for Streaming Self-Supervised Learning from Egocentric Videos Yanlai Yang Mengye Ren 195 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 89 0 0 19 Dec 2024
Soft-TransFormers for Continual Learning Haeyong Kang Chang D. Yoo CLL 85 0 0 25 Nov 2024
Online-LoRA: Task-free Online Continual Learning via Low Rank Adaptation Xiwen Wei Guihong Li R. Marculescu 42 2 0 08 Nov 2024
Exploring the Stability Gap in Continual Learning: The Role of the Classification Head Wojciech Łapacz Daniel Marczak Filip Szatkowski Tomasz Trzciñski 41 1 0 06 Nov 2024
Continual Learning: Less Forgetting, More OOD Generalization via Adaptive Contrastive Replay Hossein Rezaei Mohammad Sabokrou CLL 26 0 0 09 Oct 2024
Forgetting, Ignorance or Myopia: Revisiting Key Challenges in Online Continual Learning Xinrui Wang Chuanxing Geng Wenhai Wan Shao-yuan Li Songcan Chen CLL 39 2 0 28 Sep 2024
Reducing Catastrophic Forgetting in Online Class Incremental Learning Using Self-Distillation Kotaro Nagata Hiromu Ono Kazuhiro Hotta CLL 14 0 0 17 Sep 2024
From Uncertainty to Clarity: Uncertainty-Guided Class-Incremental Learning for Limited Biomedical Samples via Semantic Expansion Yifei Yao Hanrong Zhang 47 1 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 38 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 43 0 0 26 Jul 2024
ER-FSL: Experience Replay with Feature Subspace Learning for Online Continual Learning Huiwei Lin CLL 22 0 0 17 Jul 2024
Accelerating Heterogeneous Federated Learning with Closed-form Classifiers Eros Fani Raffaello Camoriano Barbara Caputo Marco Ciccone 47 4 0 03 Jun 2024
Forward-Backward Knowledge Distillation for Continual Clustering M. Sadeghi Zihan Wang Narges Armanfard CLL 37 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 Ziqian Zeng Xu Zhou Cen Chen CLL 36 1 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 28 1 0 15 May 2024
Watch Your Step: Optimal Retrieval for Continual Learning at Scale Truman Hickok Dhireesha Kudithipudi 37 1 0 16 Apr 2024
DELTA: Decoupling Long-Tailed Online Continual Learning S. Raghavan Jiangpeng He F. Zhu 75 2 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 45 3 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 45 1 0 29 Mar 2024
AOCIL: Exemplar-free Analytic Online Class Incremental Learning with Low Time and Resource Consumption Huiping Zhuang Yuchen Liu Run He Kai Tong Ziqian Zeng Cen Chen Yi Wang Lap-Pui Chau CLL 35 1 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 42 2 0 19 Mar 2024
FOCIL: Finetune-and-Freeze for Online Class Incremental Learning by Training Randomly Pruned Sparse Experts Murat Onur Yildirim Elif Ceren Gok Yildirim Decebal Constantin Mocanu Joaquin Vanschoren CLL 44 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 39 1 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 35 6 0 24 Feb 2024
Privacy-Preserving Synthetic Continual Semantic Segmentation for Robotic Surgery Mengya Xu Mobarakol Islam Long Bai Hongliang Ren 30 5 0 08 Feb 2024
Continual Learning: Forget-free Winning Subnetworks for Video Representations Haeyong Kang Jaehong Yoon Sung Ju Hwang Chang D. Yoo CLL 39 2 0 19 Dec 2023
Catastrophic Forgetting in Deep Learning: A Comprehensive Taxonomy Everton L. Aleixo J. Colonna Marco Cristo Everlandio Fernandes CLL 52 22 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 35 7 0 13 Dec 2023
Wake-Sleep Consolidated Learning Amelia Sorrenti Giovanni Bellitto Federica Proietto Salanitri M. Pennisi S. Palazzo C. Spampinato CLL 35 0 0 06 Dec 2023
Improving Plasticity in Online Continual Learning via Collaborative Learning Maorong Wang Nicolas Michel Ling Xiao Toshihiko Yamasaki CLL 20 6 0 01 Dec 2023
Class-Adaptive Sampling Policy for Efficient Continual Learning Hossein Rezaei Mohammad Sabokrou 21 0 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 37 6 0 26 Nov 2023
Density Distribution-based Learning Framework for Addressing Online Continual Learning Challenges Shilin Zhang Jiahui Wang CLL 32 0 0 22 Nov 2023
Concept Matching: Clustering-based Federated Continual Learning Xiaopeng Jiang Marcello Restelli FedML 34 0 0 12 Nov 2023
Online Continual Learning via Logit Adjusted Softmax Zhehao Huang Tao Li Chenhe Yuan Yingwen Wu Xiaolin Huang CLL 60 3 0 11 Nov 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
Rethinking Class-incremental Learning in the Era of Large Pre-trained Models via Test-Time Adaptation Imad Eddine Marouf Subhankar Roy Enzo Tartaglione Stéphane Lathuilière CLL 29 3 0 17 Oct 2023
Class-Incremental Learning Using Generative Experience Replay Based on Time-aware Regularization Zizhao Hu Mohammad Rostami CLL BDL 28 3 0 05 Oct 2023
COOLer: Class-Incremental Learning for Appearance-Based Multiple Object Tracking Zhizheng Liu Mattia Segu Fisher Yu 29 4 0 04 Oct 2023
HPCR: Holistic Proxy-based Contrastive Replay for Online Continual Learning Huiwei Lin Shanshan Feng Baoquan Zhang Xutao Li Y. Ong CLL 42 0 0 26 Sep 2023
DFIL: Deepfake Incremental Learning by Exploiting Domain-invariant Forgery Clues Kun Pan Yifang Yin Yao Wei Feng Lin Zhongjie Ba Zhenguang Liu Zhibo Wang Lorenzo Cavallaro Kui Ren CLL 49 16 0 18 Sep 2023