Maintaining Discrimination and Fairness in Class Incremental Learning

16 November 2019

Papers citing "Maintaining Discrimination and Fairness in Class Incremental Learning"

50 / 234 papers shown

Title
FeTrIL: Feature Translation for Exemplar-Free Class-Incremental Learning Grégoire Petit Adrian Daniel Popescu Hugo Schindler David Picard Bertrand Delezoide CLL 81 123 0 23 Nov 2022
Integral Continual Learning Along the Tangent Vector Field of Tasks Tianlin Liu Aditya Golatkar Stefano Soatto Alessandro Achille CLL 58 3 0 23 Nov 2022
An Investigation of the Combination of Rehearsal and Knowledge Distillation in Continual Learning for Spoken Language Understanding Umberto Cappellazzo Daniele Falavigna Alessio Brutti CLL 61 2 0 15 Nov 2022
Mitigating Forgetting in Online Continual Learning via Contrasting Semantically Distinct Augmentations Shenghao Yu Wei-Chen Chiu CLL 20 1 0 10 Nov 2022
Generative Negative Text Replay for Continual Vision-Language Pretraining Shipeng Yan Lanqing Hong Hang Xu Jianhua Han Tinne Tuytelaars Zhenguo Li Xuming He VLM CLL CLIP 77 18 0 31 Oct 2022
ALIFE: Adaptive Logit Regularizer and Feature Replay for Incremental Semantic Segmentation Youngmin Oh Donghyeon Baek Bumsub Ham CLL 47 27 0 13 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 95 9 0 10 Oct 2022
CLIP model is an Efficient Continual Learner Vishal Thengane Salman Khan Munawar Hayat Fahad Shahbaz Khan BDL VLM CLL 173 51 0 06 Oct 2022
Online Continual Learning via the Meta-learning Update with Multi-scale Knowledge Distillation and Data Augmentation Ya-nan Han Jian Liu KELM CLL 98 10 0 12 Sep 2022
Anti-Retroactive Interference for Lifelong Learning Runqi Wang Yuxiang Bao Baochang Zhang Jianzhuang Liu Wentao Zhu Guodong Guo KELM CLL 68 21 0 27 Aug 2022
Progressive Voronoi Diagram Subdivision: Towards A Holistic Geometric Framework for Exemplar-free Class-Incremental Learning Chunwei Ma Zhanghexuan Ji Ziyun Huang Yan Shen Mingchen Gao Jinhui Xu 94 1 0 28 Jul 2022
Task Agnostic Representation Consolidation: a Self-supervised based Continual Learning Approach Prashant Shivaram Bhat Bahram Zonooz Elahe Arani SSL CLL 66 14 0 13 Jul 2022
A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning Da-Wei Zhou Qiwen Wang Han-Jia Ye De-Chuan Zhan 80 138 0 26 May 2022
Bypassing Logits Bias in Online Class-Incremental Learning with a Generative Framework Gehui Shen Shibo Jie Ziheng Li Zhi-Hong Deng CLL 25 0 0 19 May 2022
Generalized Knowledge Distillation via Relationship Matching Han-Jia Ye Su Lu De-Chuan Zhan FedML 75 21 0 04 May 2022
Improving Feature Generalizability with Multitask Learning in Class Incremental Learning Dongpeng Ma Chi Ian Tang Cecilia Mascolo CLL 41 4 0 26 Apr 2022
CNLL: A Semi-supervised Approach For Continual Noisy Label Learning Nazmul Karim Umar Khalid Ashkan Esmaeili Nazanin Rahnavard NoLa CLL 64 17 0 21 Apr 2022
Learning to Imagine: Diversify Memory for Incremental Learning using Unlabeled Data Yujin Tang Yifan Peng Weishi Zheng CLL 73 31 0 19 Apr 2022
Out-Of-Distribution Detection In Unsupervised Continual Learning Jiangpeng He Fengqing Zhu OODD 51 9 0 12 Apr 2022
FOSTER: Feature Boosting and Compression for Class-Incremental Learning Fu Lee Wang Da-Wei Zhou Han-Jia Ye De-Chuan Zhan CLL 97 260 0 10 Apr 2022
General Incremental Learning with Domain-aware Categorical Representations Jiangwei Xie Shipeng Yan Xuming He OOD CLL 134 39 0 08 Apr 2022
Class-Incremental Learning with Strong Pre-trained Models Tz-Ying Wu Gurumurthy Swaminathan Zhizhong Li Avinash Ravichandran Nuno Vasconcelos Rahul Bhotika Stefano Soatto CLL 139 67 0 07 Apr 2022
Class-Incremental Learning by Knowledge Distillation with Adaptive Feature Consolidation Minsoo Kang Jaeyoo Park Bohyung Han CLL 103 188 0 02 Apr 2022
Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks Da-Wei Zhou Han-Jia Ye Liang Ma Di Xie Shiliang Pu De-Chuan Zhan CLL 110 127 0 31 Mar 2022
Constrained Few-shot Class-incremental Learning Michael Hersche G. Karunaratne G. Cherubini Luca Benini Abu Sebastian Abbas Rahimi CLL 112 142 0 30 Mar 2022
Class-Incremental Learning for Action Recognition in Videos Jaeyoo Park Minsoo Kang Bohyung Han CLL 84 52 0 25 Mar 2022
Continual Learning Based on OOD Detection and Task Masking Gyuhak Kim Sepideh Esmaeilpour Changnan Xiao Bing-Quan Liu OODD CLL 57 18 0 17 Mar 2022
Forward Compatible Few-Shot Class-Incremental Learning Da-Wei Zhou Fu Lee Wang Han-Jia Ye Liang Ma Shiliang Pu De-Chuan Zhan CLL 91 184 0 14 Mar 2022
Deep Class Incremental Learning from Decentralized Data Xiaohan Zhang Songlin Dong Jinjie Chen Qiaoling Tian Yihong Gong Xiaopeng Hong CLL 81 11 0 11 Mar 2022
Representation Compensation Networks for Continual Semantic Segmentation Chang-Bin Zhang Jianqiang Xiao Xialei Liu Ying-Cong Chen Mingg-Ming Cheng SSeg CLL 105 95 0 10 Mar 2022
Continual Feature Selection: Spurious Features in Continual Learning Timothée Lesort CLL 64 10 0 02 Mar 2022
Diagnosing Batch Normalization in Class Incremental Learning Minghao Zhou Quanziang Wang Jun Shu Qian Zhao Deyu Meng CLL 79 6 0 16 Feb 2022
Exemplar-free Online Continual Learning Jiangpeng He Fengqing Zhu CLL 83 20 0 11 Feb 2022
Self-Paced Imbalance Rectification for Class Incremental Learning Zhiheng Liu Kai Zhu Yang Cao CLL 142 0 0 08 Feb 2022
Rebalancing Batch Normalization for Exemplar-based Class-Incremental Learning Sungmin Cha Sungjun Cho Dasol Hwang Sunwon Hong Moontae Lee Taesup Moon CLL 132 19 0 29 Jan 2022
Unified Question Generation with Continual Lifelong Learning Wei Yuan Hongzhi Yin Tieke He Tong Chen Qiufeng Wang Li-zhen Cui 98 11 0 24 Jan 2022
Graph Few-shot Class-incremental Learning Zhen Tan Kaize Ding Ruocheng Guo Huan Liu CLL GNN 84 60 0 23 Dec 2021
PyCIL: A Python Toolbox for Class-Incremental Learning Da-Wei Zhou Fu Lee Wang Han-Jia Ye De-Chuan Zhan CLL 119 98 0 23 Dec 2021
Improving Vision Transformers for Incremental Learning Pei Yu Yinpeng Chen Ying Jin Zicheng Liu CLL ViT 125 16 0 12 Dec 2021
Combating Unknown Bias with Effective Bias-Conflicting Scoring and Gradient Alignment Bowen Zhao Chen Chen Qian-Wei Wang Anfeng He Shutao Xia 66 9 0 25 Nov 2021
Coarse-To-Fine Incremental Few-Shot Learning Xiang Xiang Yuwen Tan Qian Wan Jing Ma CLL 85 12 0 24 Nov 2021
FFNB: Forgetting-Free Neural Blocks for Deep Continual Visual Learning H. Sahbi Haoming Zhan AI4CE 45 2 0 22 Nov 2021
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion Arthur Douillard Alexandre Ramé Guillaume Couairon Matthieu Cord CLL 149 313 0 22 Nov 2021
Provable Lifelong Learning of Representations Xinyuan Cao Weiyang Liu Santosh Vempala CLL 71 16 0 27 Oct 2021
Online Continual Learning Via Candidates Voting Jiangpeng He Fengqing Zhu CLL 78 19 0 17 Oct 2021
Dataset Knowledge Transfer for Class-Incremental Learning without Memory H. Slim Eden Belouadah Adrian Daniel Popescu Darian M. Onchis CLL 23 10 0 16 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 136 77 0 23 Sep 2021
Total Recall: a Customized Continual Learning Method for Neural Semantic Parsers Zhuang Li Zhuang Li Gholamreza Haffari CLL 88 15 0 11 Sep 2021
Complementary Calibration: Boosting General Continual Learning with Collaborative Distillation and Self-Supervision Zhong Ji Jin Li Qiang Wang Zhongfei Zhang CLL 65 18 0 03 Sep 2021
Online Continual Learning For Visual Food Classification Jiangpeng He Fengqing Zhu CLL 92 47 0 15 Aug 2021