Essentials for Class Incremental Learning

18 February 2021

Thomas Brox

Papers citing "Essentials for Class Incremental Learning"

49 / 49 papers shown

Title
FIESTA: Fisher Information-based Efficient Selective Test-time Adaptation Mohammadmahdi Honarmand O. Mutlu Parnian Azizian Saimourya Surabhi Dennis Paul Wall TTA 75 0 0 29 Mar 2025
Neuroplasticity in Artificial Intelligence -- An Overview and Inspirations on Drop In & Out Learning Yupei Li M. Milling Björn Schuller AI4CE 107 0 0 27 Mar 2025
An experimental approach on Few Shot Class Incremental Learning Marinela Adam CLL 59 0 0 14 Mar 2025
Towards Experience Replay for Class-Incremental Learning in Fully-Binary Networks Yanis Basso-Bert Anca Molnos Romain Lemaire William Guicquero Antoine Dupret CLL 46 0 0 10 Mar 2025
Adapter-Enhanced Semantic Prompting for Continual Learning Baocai Yin Ji Zhao Huajie Jiang Ningning Hou Yongli Hu Amin Beheshti Ming-Hsuan Yang Yuankai Qi CLL VLM 102 0 0 15 Dec 2024
Continual Learning of Nonlinear Independent Representations Boyang Sun Ignavier Ng Guangyi Chen Yifan Shen Qirong Ho Kun Zhang OOD CML 45 0 0 11 Aug 2024
Taxonomy-Aware Continual Semantic Segmentation in Hyperbolic Spaces for Open-World Perception Julia Hindel Daniele Cattaneo Abhinav Valada CLL 41 0 0 25 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 47 5 0 13 Jun 2024
HateDebias: On the Diversity and Variability of Hate Speech Debiasing Nankai Lin Hongyan Wu Zhengming Chen Zijian Li Lianxi Wang Shengyi Jiang Dong Zhou Aimin Yang 31 0 0 07 Jun 2024
Data-Free Federated Class Incremental Learning with Diffusion-Based Generative Memory Naibo Wang Yuchen Deng Wenjie Feng Jianwei Yin See-Kiong Ng DiffM FedML 47 1 0 22 May 2024
Densely Distilling Cumulative Knowledge for Continual Learning Zenglin Shi Pei Liu Tong Su Yunpeng Wu Kuien Liu Yu Song Meng Wang CLL 41 0 0 16 May 2024
Improving Forward Compatibility in Class Incremental Learning by Increasing Representation Rank and Feature Richness Jaeill Kim Wonseok Lee Moonjung Eo Wonjong Rhee CLL 44 0 0 22 Mar 2024
Uncertainty-Calibrated Test-Time Model Adaptation without Forgetting Mingkui Tan Guohao Chen Jiaxiang Wu Yifan Zhang Yaofo Chen Peilin Zhao Shuaicheng Niu TTA OOD 39 4 0 18 Mar 2024
Hierarchical Prompts for Rehearsal-free Continual Learning Yukun Zuo Hantao Yao Lu Yu Liansheng Zhuang Changsheng Xu CLL VLM 30 1 0 21 Jan 2024
Hierarchical Augmentation and Distillation for Class Incremental Audio-Visual Video Recognition Yukun Zuo Hantao Yao Liansheng Zhuang Changsheng Xu 15 2 0 11 Jan 2024
Balancing Continual Learning and Fine-tuning for Human Activity Recognition Chi Ian Tang Lorena Qendro Dimitris Spathis F. Kawsar Akhil Mathur Cecilia Mascolo SSL HAI 29 1 0 04 Jan 2024
Negotiated Representations to Prevent Forgetting in Machine Learning Applications Nuri Korhan Ceren Öner CLL 24 0 0 30 Nov 2023
LifeLearner: Hardware-Aware Meta Continual Learning System for Embedded Computing Platforms Young D. Kwon Jagmohan Chauhan Hong Jia Stylianos I. Venieris Cecilia Mascolo 38 11 0 19 Nov 2023
Applications of Sequential Learning for Medical Image Classification Sohaib Naim B. Caffo Haris I. Sair Craig K. Jones 25 0 0 26 Sep 2023
FDCNet: Feature Drift Compensation Network for Class-Incremental Weakly Supervised Object Localization Sejin Park Taehyung Lee Yeejin Lee Byeongkeun Kang WSOL CLL 39 4 0 17 Sep 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 29 2 0 06 Jul 2023
Dealing with Cross-Task Class Discrimination in Online Continual Learning Yiduo Guo Bing-Quan Liu Dongyan Zhao CLL 30 20 0 24 May 2023
torchosr -- a PyTorch extension package for Open Set Recognition models evaluation in Python Joanna Komorniczak Pawel Ksieniewicz 3DV 10 3 0 16 May 2023
Preserving Locality in Vision Transformers for Class Incremental Learning Bowen Zheng Da-Wei Zhou Han-Jia Ye De-Chuan Zhan CLL 27 5 0 14 Apr 2023
TARGET: Federated Class-Continual Learning via Exemplar-Free Distillation Jie M. Zhang Chen Chen Weiming Zhuang Lingjuan Lv CLL FedML 33 45 0 13 Mar 2023
Incremental Learning of Acoustic Scenes and Sound Events Manjunath Mulimani A. Mesaros CLL 27 6 0 28 Feb 2023
Are Labels Needed for Incremental Instance Learning? Mert Kilickaya Joaquin Vanschoren CLL SSL 37 1 0 26 Jan 2023
Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental Learning Bin Huang Zhineng Chen Peng Zhou Jiayin Chen Zuxuan Wu CLL 33 22 0 29 Dec 2022
Neural Dependencies Emerging from Learning Massive Categories Ruili Feng Kecheng Zheng Kai Zhu Yujun Shen Jian Zhao Yukun Huang Deli Zhao Jingren Zhou Michael I. Jordan Zhengjun Zha UQCV 19 0 0 21 Nov 2022
Unveiling the Tapestry: the Interplay of Generalization and Forgetting in Continual Learning Zenglin Shi Jing Jie Ying Sun J. Lim Mengmi Zhang CLL 39 1 0 21 Nov 2022
Decomposed Knowledge Distillation for Class-Incremental Semantic Segmentation Donghyeon Baek Youngmin Oh Sanghoon Lee Junghyup Lee Bumsub Ham CLL VLM 16 27 0 12 Oct 2022
Schedule-Robust Online Continual Learning Ruohan Wang Marco Ciccone Giulia Luise A. Yapp Massimiliano Pontil C. Ciliberto CLL 32 4 0 11 Oct 2022
A Memory Transformer Network for Incremental Learning Ahmet Iscen Thomas Bird Mathilde Caron Alireza Fathi Cordelia Schmid CLL 121 14 0 10 Oct 2022
Continual Learning for Pose-Agnostic Object Recognition in 3D Point Clouds Xihao Wang Xian Wei 3DPC 35 5 0 11 Sep 2022
S-Prompts Learning with Pre-trained Transformers: An Occam's Razor for Domain Incremental Learning Yabin Wang Zhiwu Huang Xiaopeng Hong CLL VLM 27 210 0 26 Jul 2022
A Continual Deepfake Detection Benchmark: Dataset, Methods, and Essentials Chuqiao Li Zhiwu Huang D. Paudel Yabin Wang Mohamad Shahbazi Xiaopeng Hong Luc Van Gool 25 48 0 11 May 2022
Improving Feature Generalizability with Multitask Learning in Class Incremental Learning Dongpeng Ma Chi Ian Tang Cecilia Mascolo CLL 14 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 33 15 0 21 Apr 2022
Incremental Prototype Tuning for Class Incremental Learning Jieren Deng Jianhua Hu Haojian Zhang Yunkuan Wang CLL VLM 34 3 0 07 Apr 2022
Efficient Test-Time Model Adaptation without Forgetting Shuaicheng Niu Jiaxiang Wu Yifan Zhang Yaofo Chen S. Zheng P. Zhao Mingkui Tan OOD VLM TTA 28 311 0 06 Apr 2022
SATS: Self-Attention Transfer for Continual Semantic Segmentation Yiqiao Qiu Yixing Shen Zhuohao Sun Yanchong Zheng Xiaobin Chang Weishi Zheng Ruixuan Wang CLL 27 28 0 15 Mar 2022
Diagnosing Batch Normalization in Class Incremental Learning Minghao Zhou Quanziang Wang Jun Shu Qian Zhao Deyu Meng CLL 48 6 0 16 Feb 2022
Rebalancing Batch Normalization for Exemplar-based Class-Incremental Learning Sungmin Cha Sungjun Cho Dasol Hwang Sunwon Hong Moontae Lee Taesup Moon CLL 59 18 0 29 Jan 2022
Class-Incremental Continual Learning into the eXtended DER-verse Matteo Boschini Lorenzo Bonicelli Pietro Buzzega Angelo Porrello Simone Calderara CLL BDL 32 128 0 03 Jan 2022
Concept Representation Learning with Contrastive Self-Supervised Learning Daniel T. Chang SSL 6 4 0 10 Dec 2021
Mimicking the Oracle: An Initial Phase Decorrelation Approach for Class Incremental Learning Yujun Shi Kuangqi Zhou Jian Liang Zihang Jiang Jiashi Feng Philip Torr Song Bai Vincent Y. F. Tan CLL 28 62 0 09 Dec 2021
Recent Advances of Continual Learning in Computer Vision: An Overview Haoxuan Qu Hossein Rahmani Li Xu Bryan M. Williams Jun Liu VLM CLL 25 73 0 23 Sep 2021
Generalized and Incremental Few-Shot Learning by Explicit Learning and Calibration without Forgetting Anna Kukleva Hilde Kuehne Bernt Schiele CLL 15 50 0 18 Aug 2021
Revisiting Catastrophic Forgetting in Class Incremental Learning Zixuan Ni Haizhou Shi Siliang Tang Longhui Wei Qi Tian Yueting Zhuang CLL 6 8 0 26 Jul 2021