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
Heterogeneous Forgetting Compensation for Class-Incremental Learning Jiahua Dong Wenqi Liang Yang Cong Gan Sun CLL 105 21 0 07 Aug 2023
Neural Collapse Terminus: A Unified Solution for Class Incremental Learning and Its Variants Yibo Yang Haobo Yuan Hefei Ling Jianlong Wu Lefei Zhang Zhouchen Lin Philip Torr Dacheng Tao Guohao Li CLL 96 11 0 03 Aug 2023
Balanced Destruction-Reconstruction Dynamics for Memory-replay Class Incremental Learning Yuhang Zhou Jiangchao Yao Feng Hong Ya Zhang Yanfeng Wang 80 6 0 03 Aug 2023
Revisiting Distillation for Continual Learning on Visual Question Localized-Answering in Robotic Surgery Long Bai Mobarakol Islam Hongliang Ren 83 19 0 22 Jul 2023
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning Zhenyi Wang Enneng Yang Li Shen Heng-Chiao Huang KELM MU 98 52 0 16 Jul 2023
Improving the Efficiency of Human-in-the-Loop Systems: Adding Artificial to Human Experts Johannes Jakubik Daniel Weber Patrick Hemmer Michael Vossing G. Satzger 74 2 0 06 Jul 2023
S3C: Self-Supervised Stochastic Classifiers for Few-Shot Class-Incremental Learning Jaya Kalla Soma Biswas CLL 54 39 0 05 Jul 2023
Long-Tailed Continual Learning For Visual Food Recognition Jiangpeng He Luotao Lin Jack Ma H. Eicher-Miller Fengqing Zhu Fengqing M Zhu 178 14 0 01 Jul 2023
Continual Learners are Incremental Model Generalizers Jaehong Yoon Sung Ju Hwang Yu Cao CLL 86 5 0 21 Jun 2023
One-Shot Machine Unlearning with Mnemonic Code Tomoya Yamashita Masanori Yamada Takashi Shibata MU 32 2 0 09 Jun 2023
Teacher Agent: A Knowledge Distillation-Free Framework for Rehearsal-based Video Incremental Learning Shengqin Jiang Yao-Huei Fang Haokui Zhang Qingshan Liu Yuankai Qi Yang Yang Peifeng Wang CLL 61 0 0 01 Jun 2023
Learning without Forgetting for Vision-Language Models Da-Wei Zhou Yuanhan Zhang Jingyi Ning Jingyi Ning De-Chuan Zhan De-Chuan Zhan Ziwei Liu VLM CLL 138 44 0 30 May 2023
Condensed Prototype Replay for Class Incremental Learning Jiangtao Kong Zhenyu Zong Dinesh Manocha Huajie Shao 78 2 0 25 May 2023
Fairness Continual Learning Approach to Semantic Scene Understanding in Open-World Environments Thanh-Dat Truong Hoang-Quan Nguyen Bhiksha Raj Khoa Luu CLL 114 14 0 25 May 2023
MRN: Multiplexed Routing Network for Incremental Multilingual Text Recognition Tianlun Zheng Zhineng Chen Bin Huang Wei Zhang Yuran Jiang 99 11 0 24 May 2023
Dealing with Cross-Task Class Discrimination in Online Continual Learning Yiduo Guo Bing-Quan Liu Dongyan Zhao CLL 90 24 0 24 May 2023
Adapter Learning in Pretrained Feature Extractor for Continual Learning of Diseases Wentao Zhang Yujun Huang Tong Zhang Qingsong Zou Weishi Zheng Ruixuan Wang CLL MedIm 71 12 0 18 Apr 2023
Non-exemplar Class-incremental Learning by Random Auxiliary Classes Augmentation and Mixed Features Kenny Song Quan Xia Guoqiang Liang Zhaoji Chen Yanning Zhang CLL 55 6 0 16 Apr 2023
PCR: Proxy-based Contrastive Replay for Online Class-Incremental Continual Learning Huiwei Lin Baoquan Zhang Shanshan Feng Xutao Li Yunming Ye CLL 81 60 0 10 Apr 2023
CLVOS23: A Long Video Object Segmentation Dataset for Continual Learning Amir Nazemi Zeyad Moustafa Paul Fieguth VOS CLL 77 5 0 09 Apr 2023
CILIATE: Towards Fairer Class-based Incremental Learning by Dataset and Training Refinement Xuan Gao Juan Zhai Shiqing Ma Chao Shen Yufei Chen Shiwei Wang 63 2 0 09 Apr 2023
Continual Detection Transformer for Incremental Object Detection Yaoyao Liu Bernt Schiele Andrea Vedaldi Christian Rupprecht CLL 81 55 0 06 Apr 2023
Cross-Class Feature Augmentation for Class Incremental Learning Taehoon Kim Jaeyoo Park Bohyung Han CLL 57 5 0 04 Apr 2023
On the Stability-Plasticity Dilemma of Class-Incremental Learning Dongwan Kim Bohyung Han CLL 58 52 0 04 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 122 9 0 03 Apr 2023
How Efficient Are Today's Continual Learning Algorithms? Md Yousuf Harun Jhair Gallardo Tyler L. Hayes Christopher Kanan 94 24 0 29 Mar 2023
Semantic-visual Guided Transformer for Few-shot Class-incremental Learning Wen-Qiang Qiu Sichao Fu Jingyi Zhang Chengxiang Lei Qinmu Peng 64 11 0 27 Mar 2023
Class-Incremental Exemplar Compression for Class-Incremental Learning Zilin Luo Yaoyao Liu Bernt Schiele Qianru Sun VLM CLL 147 49 0 24 Mar 2023
Remind of the Past: Incremental Learning with Analogical Prompts Zhiheng Ma Xiaopeng Hong Beinan Liu Yabin Wang Pinyue Guo Huiyun Li CLL 84 1 0 24 Mar 2023
Two-level Graph Network for Few-Shot Class-Incremental Learning Hao Chen Linyan Li Fan Lyu Fuyuan Hu Zhenping Xia Fenglei Xu CLL 67 0 0 24 Mar 2023
Leveraging Old Knowledge to Continually Learn New Classes in Medical Images Evelyn Chee Mong Li Lee Wynne Hsu CLL 44 7 0 24 Mar 2023
First Session Adaptation: A Strong Replay-Free Baseline for Class-Incremental Learning A. Panos Yuriko Kobe Daniel Olmeda Reino Rahaf Aljundi Richard Turner CLL 163 43 0 23 Mar 2023
AdaCL:Adaptive Continual Learning Elif Ceren Gok Murat Onur Yildirim Mert Kilickaya Joaquin Vanschoren CLL 99 1 0 23 Mar 2023
Computationally Budgeted Continual Learning: What Does Matter? Ameya Prabhu Hasan Hammoud P. Dokania Philip Torr Ser-Nam Lim Guohao Li Adel Bibi CLL 80 64 0 20 Mar 2023
SIESTA: Efficient Online Continual Learning with Sleep Md Yousuf Harun Jhair Gallardo Tyler L. Hayes Ronald Kemker Christopher Kanan CLL 117 20 0 19 Mar 2023
Achieving a Better Stability-Plasticity Trade-off via Auxiliary Networks in Continual Learning Sang-Ho Kim Lorenzo Noci Antonio Orvieto Thomas Hofmann CLL 101 41 0 16 Mar 2023
Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need Da-Wei Zhou Han-Jia Ye De-Chuan Zhan Ziwei Liu CLL 106 111 0 13 Mar 2023
TARGET: Federated Class-Continual Learning via Exemplar-Free Distillation Jie M. Zhang Chen Chen Weiming Zhuang Lingjuan Lv CLL FedML 82 54 0 13 Mar 2023
Knowledge Restore and Transfer for Multi-label Class-Incremental Learning Songlin Dong Haoyu Luo Yuhang He Xing Wei Yihong Gong KELM CLL 111 8 0 26 Feb 2023
Delving into Identify-Emphasize Paradigm for Combating Unknown Bias Bowen Zhao Chen Chen Qian-Wei Wang Anfeng He Shutao Xia 94 1 0 22 Feb 2023
New Insights on Relieving Task-Recency Bias for Online Class Incremental Learning Guoqiang Liang Zhaojie Chen Zhaoqiang Chen Shiyu Ji Yanning Zhang CLL 81 11 0 16 Feb 2023
Online Continual Learning via the Knowledge Invariant and Spread-out Properties Ya-nan Han Jian Liu CLL 84 8 0 02 Feb 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 236 712 0 31 Jan 2023
DELTA: degradation-free fully test-time adaptation Bowen Zhao Chen Chen Shutao Xia TTA 171 62 0 30 Jan 2023
RMM: Reinforced Memory Management for Class-Incremental Learning Yaoyao Liu Bernt Schiele Qianru Sun CLL 89 96 0 14 Jan 2023
Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental Learning Bin Huang Zhineng Chen Peng Zhou Jiayin Chen Zuxuan Wu CLL 70 22 0 29 Dec 2022
Evidential Deep Learning for Class-Incremental Semantic Segmentation Karl Holmquist Lena Klasén Michael Felsberg EDL CLL 54 6 0 06 Dec 2022
Continual Learning with Optimal Transport based Mixture Model Quyen Tran Hoang Phan Khoat Than Dinh Q. Phung Trung Le CLL 54 1 0 30 Nov 2022
Lifelong Person Re-Identification via Knowledge Refreshing and Consolidation Chunlin Yu Ye-ling Shi Zimo Liu Shenghua Gao Jingya Wang KELM CLL 97 29 0 29 Nov 2022
Better Generalized Few-Shot Learning Even Without Base Data Seongwoong Kim Dong-Wan Choi 73 8 0 29 Nov 2022