Domain-Aware Augmentations for Unsupervised Online General Continual Learning

13 September 2023

Papers citing "Domain-Aware Augmentations for Unsupervised Online General Continual Learning"

28 / 28 papers shown

Title
Dealing with Cross-Task Class Discrimination in Online Continual Learning Yiduo Guo Bing-Quan Liu Dongyan Zhao CLL 71 23 0 24 May 2023
New Insights on Relieving Task-Recency Bias for Online Class Incremental Learning Guoqiang Liang Zhaojie Chen Zhaoqiang Chen Shiyu Ji Yanning Zhang CLL 59 11 0 16 Feb 2023
SCALE: Online Self-Supervised Lifelong Learning without Prior Knowledge Xiaofan Yu Yunhui Guo Sicun Gao Tajana Simunic CLL SSL 70 16 0 24 Aug 2022
Contrastive Learning for Online Semi-Supervised General Continual Learning Nicolas Michel Romain Negrel Giovanni Chierchia J. Bercher CLL SSL 35 5 0 12 Jul 2022
Self-Supervised Models are Continual Learners Enrico Fini Victor G. Turrisi da Costa Xavier Alameda-Pineda Elisa Ricci Alahari Karteek Julien Mairal BDL CLL SSL 79 165 0 08 Dec 2021
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion Arthur Douillard Alexandre Ramé Guillaume Couairon Matthieu Cord CLL 81 310 0 22 Nov 2021
Representational Continuity for Unsupervised Continual Learning Divyam Madaan Jaehong Yoon Yuanchun Li Yunxin Liu Sung Ju Hwang CLL SSL 93 116 0 13 Oct 2021
New Insights on Reducing Abrupt Representation Change in Online Continual Learning Lucas Caccia Rahaf Aljundi Nader Asadi Tinne Tuytelaars Joelle Pineau Eugene Belilovsky CLL 64 200 0 11 Apr 2021
Supervised Contrastive Replay: Revisiting the Nearest Class Mean Classifier in Online Class-Incremental Continual Learning Zheda Mai Ruiwen Li Hyunwoo J. Kim Scott Sanner CLL 70 185 0 22 Mar 2021
Online Continual Learning in Image Classification: An Empirical Survey Zheda Mai Ruiwen Li Jihwan Jeong David Quispe Hyunwoo J. Kim Scott Sanner VLM CLL 81 417 0 25 Jan 2021
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 253 4,052 0 20 Nov 2020
Rethinking Experience Replay: a Bag of Tricks for Continual Learning Pietro Buzzega Matteo Boschini Angelo Porrello Simone Calderara CLL 45 150 0 12 Oct 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 366 6,797 0 13 Jun 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 147 4,542 0 23 Apr 2020
Dark Experience for General Continual Learning: a Strong, Simple Baseline Pietro Buzzega Matteo Boschini Angelo Porrello Davide Abati Simone Calderara BDL CLL 83 912 0 15 Apr 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 364 18,752 0 13 Feb 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 199 12,074 0 13 Nov 2019
Online Continual Learning with Maximally Interfered Retrieval Rahaf Aljundi Lucas Caccia Eugene Belilovsky Massimo Caccia Min Lin Laurent Charlin Tinne Tuytelaars CLL 69 542 0 11 Aug 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 614 4,778 0 13 May 2019
Unsupervised Progressive Learning and the STAM Architecture James Smith Cameron Taylor Seth Baer C. Dovrolis OffRL CLL 51 39 0 03 Apr 2019
Gradient based sample selection for online continual learning Rahaf Aljundi Min Lin Baptiste Goujaud Yoshua Bengio BDL CLL 102 829 0 20 Mar 2019
Experience Replay for Continual Learning David Rolnick Arun Ahuja Jonathan Richard Schwarz Timothy Lillicrap Greg Wayne CLL 116 1,160 0 28 Nov 2018
Re-evaluating Continual Learning Scenarios: A Categorization and Case for Strong Baselines Yen-Chang Hsu Yen-Cheng Liu Anita Ramasamy Z. Kira CLL ELM 80 357 0 30 Oct 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 278 9,760 0 25 Oct 2017
Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization Xun Huang Serge J. Belongie OOD 179 4,359 0 20 Mar 2017
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 193,878 0 10 Dec 2015
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 413 43,638 0 01 May 2014
SMOTE: Synthetic Minority Over-sampling Technique Nitesh Chawla Kevin W. Bowyer Lawrence Hall W. Kegelmeyer AI4TS 367 25,642 0 09 Jun 2011