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
Adversarially Diversified Rehearsal Memory (ADRM): Mitigating Memory Overfitting Challenge in Continual Learning Hikmat Khan Ghulam Rasool N. Bouaynaya AAML 55 0 0 20 May 2024
Bayesian Learning-driven Prototypical Contrastive Loss for Class-Incremental Learning Nisha Lakshmana Raichur Lucas Heublein Tobias Feigl A. Rügamer Christopher Mutschler Felix Ott CLL BDL 115 9 0 17 May 2024
Dynamic Feature Learning and Matching for Class-Incremental Learning Sunyuan Qiang Yanyan Liang Jun Wan Du Zhang CLL 105 3 0 14 May 2024
Feature Expansion and enhanced Compression for Class Incremental Learning Quentin Ferdinand G. Chenadec Benoit Clement Panagiotis Papadakis Quentin Oliveau CLL 74 0 0 13 May 2024
FedProK: Trustworthy Federated Class-Incremental Learning via Prototypical Feature Knowledge Transfer Xin Gao Xin Yang Hao Yu Yan Kang Tianrui Li CLL 95 2 0 04 May 2024
Self-supervised visual learning in the low-data regime: a comparative evaluation Sotirios Konstantakos Despina Ioanna Chalkiadaki Ioannis Mademlis Yuki M. Asano E. Gavves Georgios Th. Papadopoulos 127 6 0 26 Apr 2024
Revisiting Neural Networks for Continual Learning: An Architectural Perspective Aojun Lu Tao Feng Hangjie Yuan Xiaotian Song Yanan Sun 69 9 0 23 Apr 2024
Brain-Inspired Continual Learning-Robust Feature Distillation and Re-Consolidation for Class Incremental Learning Hikmat Khan N. Bouaynaya Ghulam Rasool CLL 91 1 0 22 Apr 2024
Realistic Continual Learning Approach using Pre-trained Models Nadia Nasri Carlos Gutiérrez-Álvarez Sergio Lafuente-Arroyo Saturnino Maldonado-Bascón Roberto J. López-Sastre CLL 67 0 0 11 Apr 2024
Learning to Classify New Foods Incrementally Via Compressed Exemplars Justin Yang Zhihao Duan Jiangpeng He Fengqing Zhu CLL 160 1 0 11 Apr 2024
Toward industrial use of continual learning : new metrics proposal for class incremental learning Mohamed Abbas Konaté A. Yao Thierry Chateau P. Bouges CLL 52 0 0 10 Apr 2024
Make Continual Learning Stronger via C-Flat Ang Bian Wei Li Hangjie Yuan Chengrong Yu Zixiang Zhao Mang Wang Aojun Lu Tao Feng 77 12 0 01 Apr 2024
OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental Learning Noor Ahmed Anna Kukleva Bernt Schiele CLL 100 14 0 27 Mar 2024
Generative Multi-modal Models are Good Class-Incremental Learners Xusheng Cao Haori Lu Linlan Huang Xialei Liu Ming-Ming Cheng CLL 95 15 0 27 Mar 2024
Branch-Tuning: Balancing Stability and Plasticity for Continual Self-Supervised Learning Wenzhuo Liu Fei Zhu Cheng-Lin Liu CLL 122 2 0 27 Mar 2024
Enhancing Visual Continual Learning with Language-Guided Supervision Bolin Ni Hongbo Zhao Chenghao Zhang Ke Hu Gaofeng Meng Zhaoxiang Zhang Shiming Xiang CLL VLM 135 4 0 24 Mar 2024
Defying Imbalanced Forgetting in Class Incremental Learning Shixiong Xu Gaofeng Meng Xing Nie Bolin Ni Bin Fan Shiming Xiang CLL 75 2 0 22 Mar 2024
Text-Enhanced Data-free Approach for Federated Class-Incremental Learning Minh-Tuan Tran Trung Le Xuan-May Le Mehrtash Harandi Dinh Q. Phung CLL 112 10 0 21 Mar 2024
Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental Learning Da-Wei Zhou Hai-Long Sun Han-Jia Ye De-Chuan Zhan CLL 100 61 0 18 Mar 2024
Hyperparameters in Continual Learning: A Reality Check Sungmin Cha Kyunghyun Cho CLL 144 6 0 14 Mar 2024
Continual Learning by Three-Phase Consolidation Davide Maltoni Lorenzo Pellegrini CLL 74 0 0 12 Mar 2024
Probing Image Compression For Class-Incremental Learning Justin Yang Zhihao Duan Andrew Peng Yuning Huang Jiangpeng He Fengqing Zhu 100 1 0 10 Mar 2024
Gradient Reweighting: Towards Imbalanced Class-Incremental Learning Jiangpeng He Fengqing Zhu CLL 99 22 0 28 Feb 2024
Continual Domain Adversarial Adaptation via Double-Head Discriminators Yan Shen Zhanghexuan Ji Chunwei Ma Mingchen Gao TTA 82 2 0 05 Feb 2024
Class incremental learning with probability dampening and cascaded gated classifier Jary Pomponi Alessio Devoto Simone Scardapane CLL 63 0 0 02 Feb 2024
Divide and not forget: Ensemble of selectively trained experts in Continual Learning Grzegorz Rype'sć Sebastian Cygert Valeriya Khan Tomasz Trzciñski Bartosz Zieliñski Bartlomiej Twardowski CLL 86 32 0 18 Jan 2024
Enhancing Consistency and Mitigating Bias: A Data Replay Approach for Incremental Learning Chenyang Wang Junjun Jiang Xingyu Hu Xianming Liu Xiangyang Ji 110 5 0 12 Jan 2024
Federated Class-Incremental Learning with New-Class Augmented Self-Distillation Zhiyuan Wu Tianliu He Sheng Sun Yuwei Wang Min Liu Bo Gao Xue Jiang CLL FedML 64 4 0 01 Jan 2024
Benchmarking Continual Learning from Cognitive Perspectives Xiaoqian Liu Junge Zhang Mingyi Zhang Peipei Yang 83 1 0 06 Dec 2023
Prompt-Based Exemplar Super-Compression and Regeneration for Class-Incremental Learning Ruxiao Duan Yaoyao Liu Jieneng Chen Adam Kortylewski Alan Yuille DiffM VLM 100 1 0 30 Nov 2023
FedFN: Feature Normalization for Alleviating Data Heterogeneity Problem in Federated Learning Seongyoon Kim Gihun Lee Jaehoon Oh Se-Young Yun 70 3 0 22 Nov 2023
Class Incremental Learning with Pre-trained Vision-Language Models Xialei Liu Xusheng Cao Haori Lu Jia-Wen Xiao Andrew D. Bagdanov Ming-Ming Cheng VLM 87 12 0 31 Oct 2023
Constructing Sample-to-Class Graph for Few-Shot Class-Incremental Learning Fuyuan Hu Jian Zhang Fan Lyu Linyan Li Fenglei Xu CLL 84 3 0 31 Oct 2023
Wakening Past Concepts without Past Data: Class-Incremental Learning from Online Placebos Yaoyao Liu Yingying Li Bernt Schiele Qianru Sun CLL OnRL 96 7 0 24 Oct 2023
Self-supervised visual learning for analyzing firearms trafficking activities on the Web Sotirios Konstantakos Despina Ioanna Chalkiadaki Ioannis Mademlis Adamantia Anna Rebolledo Chrysochoou Georgios Th. Papadopoulos 56 5 0 12 Oct 2023
OpenIncrement: A Unified Framework for Open Set Recognition and Deep Class-Incremental Learning Jiawen Xu Claas Grohnfeldt O. Kao BDL CLL 57 2 0 05 Oct 2023
Hadamard Domain Training with Integers for Class Incremental Quantized Learning Martin Schiemer Clemens J. S. Schaefer Jayden Parker Vap Mark Horeni Yu Emma Wang Juan Ye Siddharth Joshi 70 2 0 05 Oct 2023
Memory-Efficient Continual Learning Object Segmentation for Long Video Amir Nazemi Mohammad Javad Shafiee Zahra Gharaee Paul Fieguth VOS CLL 62 0 0 26 Sep 2023
HPCR: Holistic Proxy-based Contrastive Replay for Online Continual Learning Huiwei Lin Shanshan Feng Baoquan Zhang Xutao Li Yew-Soon Ong CLL 131 0 0 26 Sep 2023
FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual Learning Dipam Goswami Yuyang Liu Bartlomiej Twardowski Joost van de Weijer CLL 91 61 0 25 Sep 2023
Create and Find Flatness: Building Flat Training Spaces in Advance for Continual Learning Wenhang Shi Yiren Chen Zhe Zhao Wei Lu Kimmo Yan Xiaoyong Du CLL 76 5 0 20 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 75 4 0 08 Sep 2023
Continual Evidential Deep Learning for Out-of-Distribution Detection Eduardo Aguilar Bogdan Raducanu Petia Radeva Joost van de Weijer OODD EDL 83 8 0 06 Sep 2023
Rotation Augmented Distillation for Exemplar-Free Class Incremental Learning with Detailed Analysis Xiu-yan Chen Xiaobin Chang CLL 57 0 0 29 Aug 2023
Dynamic Residual Classifier for Class Incremental Learning Xiu-yan Chen Xiaobin Chang 82 18 0 25 Aug 2023
Dual Compensation Residual Networks for Class Imbalanced Learning Rui Hou Hong Chang Bingpeng Ma Shiguang Shan Xilin Chen 101 6 0 25 Aug 2023
Audio-Visual Class-Incremental Learning Weiguo Pian Shentong Mo Yunhui Guo Yapeng Tian CLL VLM 83 30 0 21 Aug 2023
Adapt Your Teacher: Improving Knowledge Distillation for Exemplar-free Continual Learning Filip Szatkowski Mateusz Pyla Marcin Przewiȩźlikowski Sebastian Cygert Bartlomiej Twardowski Tomasz Trzciñski CLL 87 11 0 18 Aug 2023
CBA: Improving Online Continual Learning via Continual Bias Adaptor Quanziang Wang Renzhen Wang Yichen Wu Xixi Jia Deyu Meng CLL 76 17 0 14 Aug 2023
SATHUR: Self Augmenting Task Hallucinal Unified Representation for Generalized Class Incremental Learning Sathursan Kanagarajah Thanuja D. Ambegoda Ranga Rodrigo CLL 97 0 0 13 Aug 2023