Online Continual Learning in Image Classification: An Empirical Survey

25 January 2021

Papers citing "Online Continual Learning in Image Classification: An Empirical Survey"

50 / 56 papers shown

Title
TPT-Bench: A Large-Scale, Long-Term and Robot-Egocentric Dataset for Benchmarking Target Person Tracking Hanjing Ye Yu Zhan Weixi Situ Guangcheng Chen Jingwen Yu Kuanqi Cai Hong Zhang 28 0 0 12 May 2025
ReSpec: Relevance and Specificity Grounded Online Filtering for Learning on Video-Text Data Streams C. Kim Jihwan Moon Sangwoo Moon Heeseung Yun Sihaeng Lee Aniruddha Kembhavi Soonyoung Lee Gunhee Kim Sangho Lee Christopher Clark 34 0 0 21 Apr 2025
SiameseDuo++: Active Learning from Data Streams with Dual Augmented Siamese Networks Kleanthis Malialis S. Filippou C. Panayiotou Marios M. Polycarpou AI4TS 31 0 0 06 Apr 2025
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 41 0 0 03 Nov 2024
Drift to Remember Jin Du Xinsong Zhang Hao Shen Xun Xian Ganghua Wang Jiawei Zhang Yuhong Yang Na Li Jia Liu Jie Ding CLL 21 0 0 21 Sep 2024
A Unified Framework for Neural Computation and Learning Over Time S. Melacci Alessandro Betti Michele Casoni Tommaso Guidi Matteo Tiezzi Marco Gori AI4TS 30 0 0 18 Sep 2024
Reducing Catastrophic Forgetting in Online Class Incremental Learning Using Self-Distillation Kotaro Nagata Hiromu Ono Kazuhiro Hotta CLL 16 0 0 17 Sep 2024
Buffer-based Gradient Projection for Continual Federated Learning Shenghong Dai Jy-yong Sohn Yicong Chen S. Alam Ravikumar Balakrishnan Suman Banerjee N. Himayat Kangwook Lee FedML 75 2 0 03 Sep 2024
An Effective Dynamic Gradient Calibration Method for Continual Learning Weichen Lin Jiaxiang Chen Ru Huang Huihua Ding CLL 44 0 0 30 Jul 2024
The impact of model size on catastrophic forgetting in Online Continual Learning Eunhae Lee CLL 41 0 0 28 Jun 2024
Personalized Federated Continual Learning via Multi-granularity Prompt Hao Yu Xin Yang Xin Gao Yan Kang Hao Wang Junbo Zhang Tianrui Li CLL 57 6 0 27 Jun 2024
Bayesian Learning-driven Prototypical Contrastive Loss for Class-Incremental Learning N. Raichur Lucas Heublein Tobias Feigl A. Rügamer Christopher Mutschler Felix Ott CLL BDL 73 7 0 17 May 2024
Overcoming Catastrophic Forgetting by Exemplar Selection in Task-oriented Dialogue System Chen Chen Ruizhe Li Yuchen Hu Yuanyuan Chen Chengwei Qin Qiang Zhang CLL 41 2 0 16 May 2024
Brain-Inspired Continual Learning-Robust Feature Distillation and Re-Consolidation for Class Incremental Learning Hikmat Khan N. Bouaynaya Ghulam Rasool CLL 38 1 0 22 Apr 2024
PAGE: Domain-Incremental Adaptation with Past-Agnostic Generative Replay for Smart Healthcare Chia-Hao Li N. Jha MedIm 43 0 0 13 Mar 2024
HOP to the Next Tasks and Domains for Continual Learning in NLP Umberto Michieli Mete Ozay VLM 39 2 0 28 Feb 2024
Continual Learning on Graphs: A Survey Zonggui Tian Duanhao Zhang Hong-Ning Dai 47 5 0 09 Feb 2024
Memory-Efficient Prompt Tuning for Incremental Histopathology Classification Yu Zhu Kang Li Lequan Yu Pheng-Ann Heng VLM 39 0 0 22 Jan 2024
Federated Continual Learning via Knowledge Fusion: A Survey Xin Yang Hao Yu Xin Gao Hao Wang Junbo Zhang Tianrui Li FedML 36 31 0 27 Dec 2023
Density Distribution-based Learning Framework for Addressing Online Continual Learning Challenges Shilin Zhang Jiahui Wang CLL 32 0 0 22 Nov 2023
Chunking: Continual Learning is not just about Distribution Shift Thomas L. Lee Amos Storkey 25 1 0 03 Oct 2023
HPCR: Holistic Proxy-based Contrastive Replay for Online Continual Learning Huiwei Lin Shanshan Feng Baoquan Zhang Xutao Li Y. Ong CLL 45 0 0 26 Sep 2023
Domain-Aware Augmentations for Unsupervised Online General Continual Learning Nicolas Michel Romain Negrel Giovanni Chierchia J. Bercher CLL 22 2 0 13 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 40 4 0 08 Sep 2023
A Comprehensive Empirical Evaluation on Online Continual Learning Albin Soutif--Cormerais Antonio Carta Andrea Cossu J. Hurtado Hamed Hemati Vincenzo Lomonaco Joost van de Weijer CLL 31 20 0 20 Aug 2023
Online Prototype Learning for Online Continual Learning Yujie Wei Jiaxin Ye Zhizhong Huang Junping Zhang Hongming Shan CLL OnRL 33 39 0 01 Aug 2023
A Definition of Continual Reinforcement Learning David Abel André Barreto Benjamin Van Roy Doina Precup H. V. Hasselt Satinder Singh CLL 31 74 0 20 Jul 2023
Online Continual Learning for Robust Indoor Object Recognition Umberto Michieli Mete Ozay 31 9 0 19 Jul 2023
IAdet: Simplest human-in-the-loop object detection Franco Marchesoni-Acland Gabriele Facciolo VLM 57 1 0 04 Jul 2023
Remind of the Past: Incremental Learning with Analogical Prompts Zhiheng Ma Xiaopeng Hong Beinan Liu Yabin Wang Pinyue Guo Huiyun Li CLL 34 1 0 24 Mar 2023
Online Continual Learning via the Knowledge Invariant and Spread-out Properties Ya-nan Han Jian-wei Liu CLL 38 7 0 02 Feb 2023
System Design for an Integrated Lifelong Reinforcement Learning Agent for Real-Time Strategy Games Indranil Sur Z. Daniels Abrar Rahman Kamil Faber Gianmarco J. Gallardo ... Roberto Corizzo Ajay Divakaran M. Piacentino Jesse Hostetler Aswin Raghavan CLL OffRL 36 4 0 08 Dec 2022
Learning to Learn: How to Continuously Teach Humans and Machines Parantak Singh You Li Ankur Sikarwar Weixian Lei Daniel Gao Morgan B. Talbot Ying Sun Mike Zheng Shou Gabriel Kreiman Mengmi Zhang CLL 18 5 0 28 Nov 2022
Neural Architecture for Online Ensemble Continual Learning Mateusz Wójcik Witold Ko'sciukiewicz Tomasz Kajdanowicz Adam Gonczarek CLL 26 1 0 27 Nov 2022
Continual Learning of Natural Language Processing Tasks: A Survey Zixuan Ke Bin Liu KELM CLL VLM 29 69 0 23 Nov 2022
NEVIS'22: A Stream of 100 Tasks Sampled from 30 Years of Computer Vision Research J. Bornschein Alexandre Galashov Ross Hemsley Amal Rannen-Triki Yutian Chen ... Angeliki Lazaridou Yee Whye Teh Andrei A. Rusu Razvan Pascanu MarcÁurelio Ranzato OOD VLM AI4TS 39 17 0 15 Nov 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
Early or Late Fusion Matters: Efficient RGB-D Fusion in Vision Transformers for 3D Object Recognition Georgios Tziafas H. Kasaei ViT 43 10 0 03 Oct 2022
Contrastive Learning for Online Semi-Supervised General Continual Learning Nicolas Michel Romain Negrel Giovanni Chierchia J. Bercher CLL SSL 21 5 0 12 Jul 2022
Continual learning on 3D point clouds with random compressed rehearsal M. Zamorski Michal Stypulkowski Konrad Karanowski Tomasz Trzciñski Maciej Ziȩba 3DPC 27 9 0 16 May 2022
DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning Zifeng Wang Zizhao Zhang Sayna Ebrahimi Ruoxi Sun Han Zhang ... Xiaoqi Ren Guolong Su Vincent Perot Jennifer Dy Tomas Pfister CLL VLM VPVLM 36 460 0 10 Apr 2022
Intelligence at the Extreme Edge: A Survey on Reformable TinyML Visal Rajapakse Ishan Karunanayake Nadeem Ahmed SyDa 39 53 0 02 Apr 2022
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 148 91 0 17 Jan 2022
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers Wenju Sun Qingyong Li Jing Zhang Danyu Wang Wen Wang Yangli-ao Geng BDL 24 3 0 05 Jan 2022
Learning to Prompt for Continual Learning Zifeng Wang Zizhao Zhang Chen-Yu Lee Han Zhang Ruoxi Sun Xiaoqi Ren Guolong Su Vincent Perot Jennifer Dy Tomas Pfister CLL VPVLM KELM VLM 22 738 0 16 Dec 2021
Lifelong Unsupervised Domain Adaptive Person Re-identification with Coordinated Anti-forgetting and Adaptation Zhipeng Huang Zhizheng Zhang Cuiling Lan Wenjun Zeng Peng Chu Quanzeng You Jiang Wang Zicheng Liu Zhengjun Zha CLL 40 36 0 13 Dec 2021
A TinyML Platform for On-Device Continual Learning with Quantized Latent Replays Leonardo Ravaglia Manuele Rusci D. Nadalini Alessandro Capotondi Francesco Conti Luca Benini BDL 39 64 0 20 Oct 2021
CORA: Benchmarks, Baselines, and Metrics as a Platform for Continual Reinforcement Learning Agents Sam Powers Eliot Xing Eric Kolve Roozbeh Mottaghi Abhinav Gupta OffRL 31 38 0 19 Oct 2021
CLEVA-Compass: A Continual Learning EValuation Assessment Compass to Promote Research Transparency and Comparability Martin Mundt Steven Braun Quentin Delfosse Kristian Kersting 27 35 0 07 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 25 73 0 23 Sep 2021