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
Continual Learning with Deep Streaming Regularized Discriminant Analysis Joe Khawand P. Hanappe David Colliaux CLL 16 0 0 15 Sep 2023
Domain-Aware Augmentations for Unsupervised Online General Continual Learning Nicolas Michel Romain Negrel Giovanni Chierchia J. Bercher CLL 22 2 0 13 Sep 2023
UER: A Heuristic Bias Addressing Approach for Online Continual Learning Huiwei Lin Shanshan Feng Baoquan Zhang Hongliang Qiao Xutao Li Yunming Ye CLL 40 4 0 08 Sep 2023
Rethinking Momentum Knowledge Distillation in Online Continual Learning Nicolas Michel Maorong Wang L. Xiao T. Yamasaki CLL 32 9 0 06 Sep 2023
New metrics for analyzing continual learners Nicolas Michel Giovanni Chierchia Romain Negrel J. Bercher T. Yamasaki CLL 14 2 0 01 Sep 2023
A Comprehensive Empirical Evaluation on Online Continual Learning Albin Soutif--Cormerais Antonio Carta Andrea Cossu J. Hurtado Hamed Hemati Vincenzo Lomonaco Joost van de Weijer CLL 31 20 0 20 Aug 2023
CBA: Improving Online Continual Learning via Continual Bias Adaptor Quanziang Wang Renzhen Wang Yichen Wu Xixi Jia Deyu Meng CLL 32 17 0 14 Aug 2023
Continual Face Forgery Detection via Historical Distribution Preserving Ke Sun Shen Chen Taiping Yao Xiaoshuai Sun Shouhong Ding Rongrong Ji CVBM AAML 51 4 0 11 Aug 2023
Online Prototype Learning for Online Continual Learning Yujie Wei Jiaxin Ye Zhizhong Huang Junping Zhang Hongming Shan CLL OnRL 33 39 0 01 Aug 2023
Online Continual Learning in Keyword Spotting for Low-Resource Devices via Pooling High-Order Temporal Statistics Umberto Michieli Pablo Peso Parada Mete Ozay CLL 21 9 0 24 Jul 2023
Online Continual Learning for Robust Indoor Object Recognition Umberto Michieli Mete Ozay 31 9 0 19 Jul 2023
Class-Incremental Mixture of Gaussians for Deep Continual Learning Lukasz Korycki Bartosz Krawczyk CLL BDL 23 1 0 09 Jul 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
Learning Representations on the Unit Sphere: Investigating Angular Gaussian and von Mises-Fisher Distributions for Online Continual Learning Nicolas Michel Giovanni Chierchia Romain Negrel J. Bercher 24 2 0 06 Jun 2023
Towards Robust Feature Learning with t-vFM Similarity for Continual Learning Bilan Gao Youngbin Kim CLL 11 0 0 04 Jun 2023
Summarizing Stream Data for Memory-Constrained Online Continual Learning Jianyang Gu Kai Wang Wei Jiang Yang You DD 24 9 0 26 May 2023
Fantastic DNN Classifiers and How to Identify them without Data Nathaniel R. Dean D. Sarkar 23 1 0 24 May 2023
Dealing with Cross-Task Class Discrimination in Online Continual Learning Yiduo Guo Bing-Quan Liu Dongyan Zhao CLL 30 20 0 24 May 2023
Evolving Dictionary Representation for Few-shot Class-incremental Learning Xuejun Han Yuhong Guo CLL 29 0 0 03 May 2023
PCR: Proxy-based Contrastive Replay for Online Class-Incremental Continual Learning Huiwei Lin Baoquan Zhang Shanshan Feng Xutao Li Yunming Ye CLL 24 54 0 10 Apr 2023
Knowledge Accumulation in Continually Learned Representations and the Issue of Feature Forgetting Timm Hess Eli Verwimp Gido M. van de Ven Tinne Tuytelaars CLL 23 7 0 03 Apr 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
Non-Exemplar Online Class-incremental Continual Learning via Dual-prototype Self-augment and Refinement Fushuo Huo Wenchao Xu Jingcai Guo Yining Qi Yunfeng Fan Song Guo CLL 56 16 0 20 Mar 2023
DualMix: Unleashing the Potential of Data Augmentation for Online Class-Incremental Learning Yunfeng Fan Wenchao Xu Yining Qi Jiaqi Zhu Junxiao Wang Song Guo CLL 16 0 0 14 Mar 2023
Centroid Distance Distillation for Effective Rehearsal in Continual Learning Daofeng Liu Fan Lyu Linyan Li Zhenping Xia Fuyuan Hu 27 4 0 06 Mar 2023
New Insights on Relieving Task-Recency Bias for Online Class Incremental Learning Guoqiang Liang Zhaojie Chen Zhaoqiang Chen Shiyu Ji Yanning Zhang CLL 35 11 0 16 Feb 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 43 606 0 31 Jan 2023
Unbiased and Efficient Self-Supervised Incremental Contrastive Learning Cheng Ji Jianxin Li Hao Peng Jia Wu Xingcheng Fu Qingyun Sun Phillip S. Yu SSL CLL 29 5 0 28 Jan 2023
Latent Spectral Regularization for Continual Learning Emanuele Frascaroli Riccardo Benaglia Matteo Boschini Luca Moschella Cosimo Fiorini Emanuele Rodolà Simone Calderara BDL CLL 29 3 0 09 Jan 2023
Continual Learning with Optimal Transport based Mixture Model Quyen Tran Hoang Phan Khoat Than Dinh Q. Phung Trung Le CLL 21 1 0 30 Nov 2022
Multi-Label Continual Learning using Augmented Graph Convolutional Network Kaile Du Fan Lyu Linyan Li Fuyuan Hu Wei Feng Fenglei Xu Xuefeng Xi Hanjing Cheng CLL 33 13 0 27 Nov 2022
Mitigating Forgetting in Online Continual Learning via Contrasting Semantically Distinct Augmentations Shenghao Yu Wei-Chen Chiu CLL 13 1 0 10 Nov 2022
Do Pre-trained Models Benefit Equally in Continual Learning? Kuan-Ying Lee Yuanyi Zhong Yu-xiong Wang CLL 24 28 0 27 Oct 2022
Learning "O" Helps for Learning More: Handling the Concealed Entity Problem for Class-incremental NER Ruotian Ma Xuanting Chen Lin Zhang Xin Zhou Junzhe Wang Tao Gui Qi Zhang Xiang Gao Yunwen Chen 44 8 0 10 Oct 2022
A simple but strong baseline for online continual learning: Repeated Augmented Rehearsal Yaqian Zhang Bernhard Pfahringer E. Frank Albert Bifet N. Lim Yunzhe Jia CLL 104 40 0 28 Sep 2022
SCALE: Online Self-Supervised Lifelong Learning without Prior Knowledge Xiaofan Yu Yunhui Guo Sicun Gao Tajana Simunic CLL SSL 36 15 0 24 Aug 2022
GreenKGC: A Lightweight Knowledge Graph Completion Method Yun Cheng Wang Xiou Ge Bin Wang C.-C. Jay Kuo 48 15 0 19 Aug 2022
Few-Shot Class-Incremental Learning from an Open-Set Perspective Can Peng Kun-li Zhao Tianren Wang Meng Li Brian C. Lovell CLL 22 88 0 30 Jul 2022
Online Continual Learning with Contrastive Vision Transformer Zhen Wang Liu Liu Yajing Kong Jiaxian Guo Dacheng Tao CLL 21 36 0 24 Jul 2022
Class-Incremental Lifelong Learning in Multi-Label Classification Kaile Du Linyan Li Fan Lyu Fuyuan Hu Zhenping Xia Fenglei Xu CLL 16 4 0 16 Jul 2022
Contrastive Learning for Online Semi-Supervised General Continual Learning Nicolas Michel Romain Negrel Giovanni Chierchia J. Bercher CLL SSL 18 5 0 12 Jul 2022
Dynamic Recognition of Speakers for Consent Management by Contrastive Embedding Replay Arash Shahmansoori U. Roedig 24 1 0 17 May 2022
Probing Representation Forgetting in Supervised and Unsupervised Continual Learning Mohammad-Javad Davari Nader Asadi Sudhir Mudur Rahaf Aljundi Eugene Belilovsky CLL KELM 19 76 0 24 Mar 2022
Contrastive Learning for Cross-Domain Open World Recognition Francesco Cappio Borlino S. Bucci Tatiana Tommasi SSL 32 3 0 17 Mar 2022
Consistent Representation Learning for Continual Relation Extraction Kang Zhao Hua Xu Jian Yang Kai Gao CLL 31 50 0 05 Mar 2022
Diagnosing Batch Normalization in Class Incremental Learning Minghao Zhou Quanziang Wang Jun Shu Qian Zhao Deyu Meng CLL 48 6 0 16 Feb 2022
Incremental Class Learning using Variational Autoencoders with Similarity Learning Jiahao Huo Terence L van Zyl CLL 21 1 0 04 Oct 2021
Recent Advances of Continual Learning in Computer Vision: An Overview Haoxuan Qu Hossein Rahmani Li Xu Bryan M. Williams Jun Liu VLM CLL 25 73 0 23 Sep 2021
Complementary Calibration: Boosting General Continual Learning with Collaborative Distillation and Self-Supervision Zhong Ji Jin Li Qiang Wang Zhongfei Zhang CLL 25 18 0 03 Sep 2021
Co $^2$ L: Contrastive Continual Learning Hyuntak Cha Jaeho Lee Jinwoo Shin CLL SSL VLM 48 291 0 28 Jun 2021