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
Class-Incremental Learning for Honey Botanical Origin Classification with Hyperspectral Images: A Study with Continual Backpropagation Guyang Zhang Waleed Abdulla CLL 120 0 0 12 Jun 2025
Continual Hyperbolic Learning of Instances and Classes M. Ayoughi Mina Ghadimi Atigh Mohammad Mahdi Derakhshani Cees G. M. Snoek Pascal Mettes Paul T. Groth CLL 125 0 0 12 Jun 2025
Hierarchical Neural Collapse Detection Transformer for Class Incremental Object Detection Duc Thanh Pham Hong Dang Nguyen Nhat Minh Nguyen Quoc Linh Ngo Van Sang Dinh Viet Duc Anh Nguyen ViT 49 0 0 10 Jun 2025
DPFormer: Dynamic Prompt Transformer for Continual Learning Sheng-Kai Huang Jiun-Feng Chang Chun-Rong Huang CLL 17 0 0 09 Jun 2025
Tripartite Weight-Space Ensemble for Few-Shot Class-Incremental Learning Juntae Lee Munawar Hayat Sungrack Yun CLL 17 0 0 04 Jun 2025
Flashbacks to Harmonize Stability and Plasticity in Continual Learning Leila Mahmoodi Peyman Moghadam Munawar Hayat Christian Simon Mehrtash Harandi CLL VLM AI4CE 37 0 0 31 May 2025
CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental Learning Jiangpeng He Zhihao Duan Fengqing M Zhu CLL 20 1 0 30 May 2025
Low-Complexity Inference in Continual Learning via Compressed Knowledge Transfer Zhenrong Liu Janne M. J. Huttunen Mikko Honkala CLL 70 0 0 13 May 2025
Beyond CLIP Generalization: Against Forward&Backward Forgetting Adapter for Continual Learning of Vision-Language Models Songlin Dong Chenhao Ding Jiangyang Li Jizhou Han Qiang Wang Yuhang He Yihong Gong CLL VLM 127 0 0 12 May 2025
Inclusive Training Separation and Implicit Knowledge Interaction for Balanced Online Class-Incremental Learning Shunjie Wen Thomas Heinis Dong-Wan Choi CLL 87 0 0 29 Apr 2025
CMIP-CIL: A Cross-Modal Benchmark for Image-Point Class Incremental Learning Chao Qi Jianqin Yin Ren Zhang CLL 3DPC VLM 65 0 0 11 Apr 2025
Boosting the Class-Incremental Learning in 3D Point Clouds via Zero-Collection-Cost Basic Shape Pre-Training Chao Qi Jianqin Yin Meng Chen Yingchun Niu Yuan Sun 3DPC CLL 99 0 0 11 Apr 2025
T-CIL: Temperature Scaling using Adversarial Perturbation for Calibration in Class-Incremental Learning Seong-Hyeon Hwang Minsu Kim Steven Euijong Whang 67 0 0 28 Mar 2025
Incremental Object Keypoint Learning Mingfu Liang Jiahuan Zhou Xu Zou Ying Wu CLL 122 0 0 26 Mar 2025
Adaptive Weighted Parameter Fusion with CLIP for Class-Incremental Learning Jiaxin Guo Xiaoguang Zhu Liangyu Teng Hao Yang Qingbin Liu Yi Liu Liang Song CLL VLM 122 1 0 25 Mar 2025
Do Your Best and Get Enough Rest for Continual Learning Hankyul Kang Gregor Seifer Donghyun Lee Jongbin Ryu VLM 94 0 0 24 Mar 2025
Knowledge Graph Enhanced Generative Multi-modal Models for Class-Incremental Learning Xusheng Cao Haori Lu Linlan Huang Fei Yang Xialei Liu Ming-Ming Cheng CLL KELM 101 0 0 24 Mar 2025
Optimized 3D Gaussian Splatting using Coarse-to-Fine Image Frequency Modulation Umar Farooq Jean-Yves Guillemaut Adrian Hilton M. Volino 3DGS 115 0 0 18 Mar 2025
A New Benchmark for Few-Shot Class-Incremental Learning: Redefining the Upper Bound Shiwon Kim Dongjun Hwang Sungwon Woo Rita Singh CLL 125 0 0 13 Mar 2025
Do Fairness Interventions Come at the Cost of Privacy: Evaluations for Binary Classifiers Huan Tian Guangsheng Zhang Bo Liu Tianqing Zhu Ming Ding Wanlei Zhou 93 1 0 08 Mar 2025
Class-Independent Increment: An Efficient Approach for Multi-label Class-Incremental Learning Songlin Dong Yuhang He Zhengdong Zhou Haoyu Luo Xing Wei Alex C. Kot Yihong Gong CLL 113 2 0 01 Mar 2025
OpenEarthSensing: Large-Scale Fine-Grained Benchmark for Open-World Remote Sensing Xiang Xiang Zhuo Xu Yao Deng Qinhao Zhou Yifan Liang Ke Chen Qingfang Zheng Yaowei Wang Xilin Chen Wen Gao VLM 138 0 0 28 Feb 2025
Incremental Learning with Repetition via Pseudo-Feature Projection Benedikt Tscheschner Eduardo Veas Marc Masana CLL 76 0 0 27 Feb 2025
C-LoRA: Continual Low-Rank Adaptation for Pre-trained Models Xin Zhang Liang Bai Xian Yang Jiye Liang CLL 134 1 0 25 Feb 2025
Towards Robust Incremental Learning under Ambiguous Supervision Rui Wang Mingxuan Xia Chang Yao Lei Feng Junbo Zhao Gang Chen Haobo Wang CLL 436 0 0 23 Jan 2025
On Distilling the Displacement Knowledge for Few-Shot Class-Incremental Learning Pengfei Fang Yongchun Qin H. Xue CLL 125 0 0 15 Dec 2024
Reducing catastrophic forgetting of incremental learning in the absence of rehearsal memory with task-specific token Young Jo Choi Min Kyoon Yoo Yu Rang Park 59 0 0 06 Nov 2024
Efficient Non-Exemplar Class-Incremental Learning with Retrospective Feature Synthesis Liang Bai Hong Song Yucong Lin Tianyu Fu Deqiang Xiao Danni Ai Jingfan Fan Jian Yang CLL 101 0 0 03 Nov 2024
Class Incremental Learning with Task-Specific Batch Normalization and Out-of-Distribution Detection Xuchen Xie Yiqiao Qiu Run Lin Weishi Zheng Ruixuan Wang CLL 82 0 0 01 Nov 2024
Hybrid Memory Replay: Blending Real and Distilled Data for Class Incremental Learning Jiangtao Kong Jiacheng Shi Ashley Gao Shaohan Hu Dinesh Manocha Huajie Shao VLM DD 96 1 0 20 Oct 2024
Fair Class-Incremental Learning using Sample Weighting Jaeyoung Park Minsu Kim Steven Euijong Whang 89 0 0 02 Oct 2024
Dual Consolidation for Pre-Trained Model-Based Domain-Incremental Learning Da-Wei Zhou Zi-Wen Cai Han-Jia Ye Lijun Zhang De-Chuan Zhan CLL AI4CE 194 2 0 01 Oct 2024
Task-recency bias strikes back: Adapting covariances in Exemplar-Free Class Incremental Learning Grzegorz Rype'sć Sebastian Cygert Tomasz Trzciñski Bartłomiej Twardowski 99 4 0 26 Sep 2024
Adaptive Margin Global Classifier for Exemplar-Free Class-Incremental Learning Zhongren Yao Xiaobin Chang 56 0 0 20 Sep 2024
Dual-CBA: Improving Online Continual Learning via Dual Continual Bias Adaptors from a Bi-level Optimization Perspective Quanziang Wang Renzhen Wang Yichen Wu Xixi Jia Minghao Zhou Deyu Meng 87 1 0 26 Aug 2024
An Efficient Replay for Class-Incremental Learning with Pre-trained Models Weimin Yin Bin Chen adn Chunzhao Xie Zhenhao Tan 120 1 0 15 Aug 2024
Diffusion Model Meets Non-Exemplar Class-Incremental Learning and Beyond Jichuan Zhang Yali Li Xin Liu Shengjin Wang DiffM 85 1 0 06 Aug 2024
Distribution-Level Memory Recall for Continual Learning: Preserving Knowledge and Avoiding Confusion Shaoxu Cheng Kanglei Geng Chiyuan He Zihuan Qiu Linfeng Xu Heqian Qiu Lanxiao Wang Qingbo Wu Fanman Meng Hongliang Li CLL 86 0 0 04 Aug 2024
Balanced Residual Distillation Learning for 3D Point Cloud Class-Incremental Semantic Segmentation Yuanzhi Su Siyuan Chen Yuan-Gen Wang CLL 145 3 0 02 Aug 2024
Exploiting the Semantic Knowledge of Pre-trained Text-Encoders for Continual Learning Lu Yu Hesong Li Ying Fu Joost van de Weijer Bartłomiej Twardowski Joost van de Weijer Changsheng Xu CLL 97 1 0 02 Aug 2024
Early Preparation Pays Off: New Classifier Pre-tuning for Class Incremental Semantic Segmentation Zhengyuan Xie Haiquan Lu Jia-Wen Xiao Enguang Wang Le Zhang Xialei Liu CLL 87 3 0 19 Jul 2024
Rethinking Few-shot Class-incremental Learning: Learning from Yourself Yu-Ming Tang Yi-Xing Peng Jingke Meng Wei-Shi Zheng CLL 96 6 0 10 Jul 2024
MagMax: Leveraging Model Merging for Seamless Continual Learning Daniel Marczak Bartłomiej Twardowski Tomasz Trzciñski Sebastian Cygert MoMe CLL 96 24 0 08 Jul 2024
OpenCIL: Benchmarking Out-of-Distribution Detection in Class-Incremental Learning Wenjun Miao Guansong Pang Trong-Tung Nguyen Ruohang Fang Jin Zheng Xiao Bai OODD 141 3 0 08 Jul 2024
Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental Learning Xiaojie Li Yibo Yang Jianlong Wu Guohao Li Ming-Hsuan Yang Liqiang Nie M. Zhang Mamba 99 6 0 08 Jul 2024
Reflecting on the State of Rehearsal-free Continual Learning with Pretrained Models Lukas Thede Karsten Roth Olivier J. Hénaff Matthias Bethge Zeynep Akata CLL 86 5 0 13 Jun 2024
Distribution Aligned Semantics Adaption for Lifelong Person Re-Identification Qizao Wang Xuelin Qian Bin Li Xiangyang Xue 96 1 0 30 May 2024
Rethinking Class-Incremental Learning from a Dynamic Imbalanced Learning Perspective Leyuan Wang Liuyu Xiang Yunlong Wang Huijia Wu Zhaofeng He CLL 99 0 0 24 May 2024
CLIP model is an Efficient Online Lifelong Learner Leyuan Wang Liuyu Xiang Yujie Wei Yunlong Wang Zhaofeng He VLM CLL 105 3 0 24 May 2024
Data-Free Federated Class Incremental Learning with Diffusion-Based Generative Memory Naibo Wang Yuchen Deng Wenjie Feng Yuxiang Cai See-Kiong Ng DiffM FedML 71 1 0 22 May 2024