Recent Advances of Continual Learning in Computer Vision: An Overview

23 September 2021

Jun Liu

Papers citing "Recent Advances of Continual Learning in Computer Vision: An Overview"

50 / 250 papers shown

Title
Continually Learning Structured Visual Representations via Network Refinement with Rerelation Zeki Doruk Erden Boi Faltings CLL 115 1 0 20 Feb 2025
Lightweight Online Adaption for Time Series Foundation Model Forecasts Thomas L. Lee William Toner Rajkarn Singh Artjom Joosem Martin Asenov AI4TS 90 1 0 18 Feb 2025
Resurrecting Old Classes with New Data for Exemplar-Free Continual Learning Dipam Goswami Albin Soutif--Cormerais Yuyang Liu Sandesh Kamath Bartlomiej Twardowski Joost van de Weijer AAML 67 18 0 29 May 2024
Compositional Few-Shot Class-Incremental Learning Yixiong Zou Shanghang Zhang Haichen Zhou Yuhua Li Ruixuan Li CLL 59 9 0 27 May 2024
Adaptive VIO: Deep Visual-Inertial Odometry with Online Continual Learning Youqi Pan Wugen Zhou Yingdian Cao Hongbin Zha 63 3 0 27 May 2024
Continual Learning on a Diet: Learning from Sparsely Labeled Streams Under Constrained Computation Wenxuan Zhang Youssef Mohamed Guohao Li Philip Torr Adel Bibi Mohamed Elhoseiny CLL 83 5 0 19 Apr 2024
Pre-trained Vision and Language Transformers Are Few-Shot Incremental Learners Keon-Hee Park Kyungwoo Song Gyeong-Moon Park VLM CLL 75 17 0 02 Apr 2024
Defense without Forgetting: Continual Adversarial Defense with Anisotropic & Isotropic Pseudo Replay Yuhang Zhou Zhongyun Hua AAML CLL 82 4 0 02 Apr 2024
Learning Equi-angular Representations for Online Continual Learning Minhyuk Seo Hyun-woo Koh Wonje Jeung Minjae Lee San Kim Hankook Lee Sungjun Cho Sungik Choi Hyunwoo Kim Jonghyun Choi CLL 48 13 0 02 Apr 2024
Addressing Loss of Plasticity and Catastrophic Forgetting in Continual Learning Mohamed Elsayed A. Rupam Mahmood CLL 77 23 0 31 Mar 2024
Orchestrate Latent Expertise: Advancing Online Continual Learning with Multi-Level Supervision and Reverse Self-Distillation Hongwei Yan Liyuan Wang Kaisheng Ma Yi Zhong CLL 60 7 0 30 Mar 2024
InfLoRA: Interference-Free Low-Rank Adaptation for Continual Learning Yan-Shuo Liang Wu-Jun Li CLL 71 47 0 30 Mar 2024
Convolutional Prompting meets Language Models for Continual Learning Anurag Roy Riddhiman Moulick Vinay Kumar Verma Saptarshi Ghosh Abir Das VLM CLL LRM 52 16 0 29 Mar 2024
ECLIPSE: Efficient Continual Learning in Panoptic Segmentation with Visual Prompt Tuning Beomyoung Kim Joonsang Yu Sung Ju Hwang VLM CLL 70 13 0 29 Mar 2024
A Unified and General Framework for Continual Learning Zhenyi Wang Yan Li Li Shen Heng-Chiao Huang CLL 70 22 0 20 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 71 60 0 18 Mar 2024
Boosting Continual Learning of Vision-Language Models via Mixture-of-Experts Adapters Jiazuo Yu Yunzhi Zhuge Lu Zhang Ping Hu Dong Wang Huchuan Lu You He VLM KELM CLL OODD 160 83 0 18 Mar 2024
Consistent Prompting for Rehearsal-Free Continual Learning Zhanxin Gao Jun Cen Xiaobin Chang VLM CLL 82 26 0 13 Mar 2024
Online Continual Learning For Interactive Instruction Following Agents Byeonghwi Kim Minhyuk Seo Jonghyun Choi CLL LM&Ro 125 10 0 12 Mar 2024
Coherent Temporal Synthesis for Incremental Action Segmentation Guodong Ding Hans Golong Angela Yao CLL 56 5 0 10 Mar 2024
Continual Segmentation with Disentangled Objectness Learning and Class Recognition Yizheng Gong Siyue Yu Xiaoyang Wang Jimin Xiao CLL 61 5 0 06 Mar 2024
SDDGR: Stable Diffusion-based Deep Generative Replay for Class Incremental Object Detection Junsu Kim Hoseong Cho Jihyeon Kim Yihalem Yimolal Tiruneh Seungryul Baek DiffM 99 21 0 27 Feb 2024
Hebbian Learning based Orthogonal Projection for Continual Learning of Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin CLL 88 8 0 19 Feb 2024
Elastic Feature Consolidation for Cold Start Exemplar-Free Incremental Learning Simone Magistri Tomaso Trinci Albin Soutif--Cormerais Joost van de Weijer Andrew D. Bagdanov 94 24 0 06 Feb 2024
Locality Sensitive Sparse Encoding for Learning World Models Online Zi-Yan Liu Chao Du Wee Sun Lee Min Lin KELM CLL OffRL 55 11 0 23 Jan 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 62 31 0 18 Jan 2024
Improving Plasticity in Online Continual Learning via Collaborative Learning Maorong Wang Nicolas Michel Ling Xiao Toshihiko Yamasaki CLL 70 9 0 01 Dec 2023
Learning from One Continuous Video Stream João Carreira Michael King Viorica Patraucean Dilara Gokay Catalin Ionescu ... Joseph Heyward Carl Doersch Y. Aytar Dima Damen Andrew Zisserman CLL 58 5 0 01 Dec 2023
Continual Self-supervised Learning: Towards Universal Multi-modal Medical Data Representation Learning Yiwen Ye Yutong Xie Jianpeng Zhang Ziyang Chen Qi Wu Yong-quan Xia CLL 53 17 0 29 Nov 2023
One Size Fits All for Semantic Shifts: Adaptive Prompt Tuning for Continual Learning Doyoung Kim Susik Yoon Dongmin Park Youngjun Lee Hwanjun Song Jihwan Bang Jae-Gil Lee VLM 80 3 0 18 Nov 2023
TiC-CLIP: Continual Training of CLIP Models Saurabh Garg Mehrdad Farajtabar Hadi Pouransari Raviteja Vemulapalli Sachin Mehta Oncel Tuzel Vaishaal Shankar Fartash Faghri VLM CLIP 96 30 0 24 Oct 2023
CLNeRF: Continual Learning Meets NeRF Zhipeng Cai Matthias Mueller CLL 71 16 0 28 Aug 2023
LFS-GAN: Lifelong Few-Shot Image Generation Juwon Seo Jingwen Kang Gyeong-Moon Park CLL 77 12 0 23 Aug 2023
Online Prototype Learning for Online Continual Learning Yujie Wei Jiaxin Ye Zhizhong Huang Junping Zhang Hongming Shan CLL OnRL 60 44 0 01 Aug 2023
Augmented Box Replay: Overcoming Foreground Shift for Incremental Object Detection Liu Yuyang Cong Yang Dipam Goswami Liu Xialei Joost van de Weijer CLL 72 25 0 23 Jul 2023
A Probabilistic Framework for Modular Continual Learning Lazar Valkov Akash Srivastava Swarat Chaudhuri Charles Sutton CLL 29 1 0 11 Jun 2023
ViDA: Homeostatic Visual Domain Adapter for Continual Test Time Adaptation Jiaming Liu Senqiao Yang Peidong Jia Renrui Zhang Ming Lu Yandong Guo Wei Xue Shanghang Zhang TTA OOD VLM 77 38 0 07 Jun 2023
Dealing with Cross-Task Class Discrimination in Online Continual Learning Yiduo Guo Bing-Quan Liu Dongyan Zhao CLL 71 23 0 24 May 2023
Boundary-aware Backward-Compatible Representation via Adversarial Learning in Image Retrieval Tan Pan Furong Xu Xudong Yang Sifeng He Cheng-peng Jiang Qingpei Guo Fengyi Zhang Yuan Cheng Lei Yang Wei Chu 75 10 0 04 May 2023
A Survey on Few-Shot Class-Incremental Learning Song Tian Lusi Li Weijun Li Hang Ran Xin Ning Prayag Tiwari CLL 70 108 0 17 Apr 2023
Continual Semantic Segmentation with Automatic Memory Sample Selection Lanyun Zhu Tianrun Chen Jianxiong Yin Simon See Jing Liu CLL VLM 59 46 0 11 Apr 2023
Continual Detection Transformer for Incremental Object Detection Yaoyao Liu Bernt Schiele Andrea Vedaldi Christian Rupprecht CLL 71 55 0 06 Apr 2023
Computationally Budgeted Continual Learning: What Does Matter? Ameya Prabhu Hasan Hammoud P. Dokania Philip Torr Ser-Nam Lim Guohao Li Adel Bibi CLL 65 63 0 20 Mar 2023
A Unified Continual Learning Framework with General Parameter-Efficient Tuning Qiankun Gao Chen Zhao Yifan Sun Teng Xi Gang Zhang Guohao Li Shuai Liu CLL 72 96 0 17 Mar 2023
Steering Prototypes with Prompt-tuning for Rehearsal-free Continual Learning Zhuowei Li Long Zhao Zizhao Zhang Han Zhang Diya Liu Ting Liu Dimitris N. Metaxas CLL VLM 72 21 0 16 Mar 2023
TARGET: Federated Class-Continual Learning via Exemplar-Free Distillation Jie M. Zhang Chen Chen Weiming Zhuang Lingjuan Lv CLL FedML 51 51 0 13 Mar 2023
Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class Incremental Learning Yibo Yang Haobo Yuan Hefei Ling Zhouchen Lin Philip Torr Dacheng Tao CLL 92 104 0 06 Feb 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 162 683 0 31 Jan 2023
3rd Continual Learning Workshop Challenge on Egocentric Category and Instance Level Object Understanding Lorenzo Pellegrini Chenchen Zhu Fanyi Xiao Zhicheng Yan Antonio Carta Matthias De Lange Vincenzo Lomonaco Roshan Sumbaly Pau Rodríguez López David Vazquez CLL 89 7 0 13 Dec 2022
CoMFormer: Continual Learning in Semantic and Panoptic Segmentation Fabio Cermelli Matthieu Cord Arthur Douillard CLL VLM 69 22 0 25 Nov 2022