Learning without Forgetting for Vision-Language Models

30 May 2023

Da-Wei Zhou

Ziwei Liu

Papers citing "Learning without Forgetting for Vision-Language Models"

36 / 36 papers shown

Title
IAP: Improving Continual Learning of Vision-Language Models via Instance-Aware Prompting Hao Fu Hanbin Zhao Jiahua Dong Chao Zhang Hui Qian CLL VLM 76 0 0 26 Mar 2025
Adaptive Weighted Parameter Fusion with CLIP for Class-Incremental Learning J. Guo Xiaoguang Zhu Liangyu Teng Hao Yang J. Liu Y. Liu Liang Song CLL VLM 47 1 0 25 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 47 0 0 24 Mar 2025
Feature Calibration enhanced Parameter Synthesis for CLIP-based Class-incremental Learning J. Guo Xiaoguang Zhu Xiaoguang Zhu Lianlong Sun Liangyu Teng Y. Liu Di Li Wei Zhou Liang Song CLL VLM 50 1 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 52 0 0 18 Mar 2025
CL-MoE: Enhancing Multimodal Large Language Model with Dual Momentum Mixture-of-Experts for Continual Visual Question Answering Tianyu Huai Jie Zhou Xingjiao Wu Qin Chen Qingchun Bai Ze Zhou Liang He MoE 25 0 0 01 Mar 2025
Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping Guannan Lai Yujie Li Xiangkun Wang J. Zhang Tianrui Li Xin Yang CLL 26 0 0 27 Feb 2025
IncSAR: A Dual Fusion Incremental Learning Framework for SAR Target Recognition George Karantaidis Athanasios Pantsios Y. Kompatsiaris Symeon Papadopoulos CLL 57 0 0 20 Jan 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 89 0 0 15 Dec 2024
Exploring Emerging Trends and Research Opportunities in Visual Place Recognition Antonios Gasteratos Konstantinos A. Tsintotas Tobias Fischer Yiannis Aloimonos Michael Milford 64 0 0 18 Nov 2024
Continual Audio-Visual Sound Separation Weiguo Pian Yiyang Nan Shijian Deng Shentong Mo Yunhui Guo Yapeng Tian VLM CLL 34 0 0 05 Nov 2024
One VLM to Keep it Learning: Generation and Balancing for Data-free Continual Visual Question Answering Deepayan Das Davide Talon Massimiliano Mancini Yiming Wang Elisa Ricci 33 0 0 04 Nov 2024
LW2G: Learning Whether to Grow for Prompt-based Continual Learning Qian Feng Dawei Zhou Hanbin Zhao Chao Zhang Hui Qian VLM CLL 28 0 0 27 Sep 2024
Class-Incremental Learning with CLIP: Adaptive Representation Adjustment and Parameter Fusion Linlan Huang Xusheng Cao Haori Lu Xialei Liu CLL 32 11 0 19 Jul 2024
Mind the Interference: Retaining Pre-trained Knowledge in Parameter Efficient Continual Learning of Vision-Language Models Longxiang Tang Zhuotao Tian Kai Li Chunming He Hantao Zhou Hengshuang Zhao Xiu Li Jiaya Jia CLL VLM 26 17 0 07 Jul 2024
Towards Incremental Learning in Large Language Models: A Critical Review M. Jovanovic Peter Voss ELM CLL KELM 21 2 0 28 Apr 2024
CLAP4CLIP: Continual Learning with Probabilistic Finetuning for Vision-Language Models Saurav Jha Dong Gong Lina Yao CLIP VLM 23 7 0 28 Mar 2024
Generative Multi-modal Models are Good Class-Incremental Learners Xusheng Cao Haori Lu Linlan Huang Xialei Liu Ming-Ming Cheng CLL 33 9 0 27 Mar 2024
Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning Huiyi Wang Haodong Lu Lina Yao Dong Gong KELM CLL 19 8 0 27 Mar 2024
Semantic Prompting with Image-Token for Continual Learning Jisu Han Jaemin Na Wonjun Hwang CLL VLM 22 1 0 18 Mar 2024
CoLeCLIP: Open-Domain Continual Learning via Joint Task Prompt and Vocabulary Learning Yukun Li Guansong Pang Wei Suo Chenchen Jing Yuling Xi Lingqiao Liu Hao Chen Guoqiang Liang Peng Wang CLL VLM 26 2 0 15 Mar 2024
Premonition: Using Generative Models to Preempt Future Data Changes in Continual Learning Mark D Mcdonnell Dong Gong Ehsan Abbasnejad A. Hengel VLM DiffM 55 3 0 12 Mar 2024
A streamlined Approach to Multimodal Few-Shot Class Incremental Learning for Fine-Grained Datasets T. Doan Sima Behpour Xin Li Wenbin He Liangke Gou Liu Ren VLM 27 0 0 10 Mar 2024
Vision-Language Models for Medical Report Generation and Visual Question Answering: A Review Iryna Hartsock Ghulam Rasool 25 51 0 04 Mar 2024
Continual Learning with Pre-Trained Models: A Survey Da-Wei Zhou Hai-Long Sun Jingyi Ning Han-Jia Ye De-Chuan Zhan CLL KELM 18 62 0 29 Jan 2024
Few-Shot Class-Incremental Learning via Training-Free Prototype Calibration Qiwen Wang Da-Wei Zhou Yi-Kai Zhang De-Chuan Zhan Han-Jia Ye CLL 27 13 0 08 Dec 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 16 18 0 24 Oct 2023
PILOT: A Pre-Trained Model-Based Continual Learning Toolbox Hai-Long Sun Da-Wei Zhou Han-Jia Ye De-Chuan Zhan CLL 73 27 0 13 Sep 2023
Image-Object-Specific Prompt Learning for Few-Shot Class-Incremental Learning In-Ug Yoon Taehyean Choi Sun-Kyung Lee Young-Min Kim Jong-Hwan Kim CLL 13 5 0 06 Sep 2023
Class-Incremental Exemplar Compression for Class-Incremental Learning Zilin Luo Yaoyao Liu Bernt Schiele Qianru Sun VLM CLL 73 44 0 24 Mar 2023
A simple but strong baseline for online continual learning: Repeated Augmented Rehearsal Yaqian Zhang Bernhard Pfahringer E. Frank Albert Bifet N. Lim Yunzhe Jia CLL 83 40 0 28 Sep 2022
Exploring Example Influence in Continual Learning Q. Sun Fan Lyu Fanhua Shang Wei Feng Liang Wan CLL 56 45 0 25 Sep 2022
SparCL: Sparse Continual Learning on the Edge Zifeng Wang Zheng Zhan Yifan Gong Geng Yuan Wei Niu T. Jian Bin Ren Stratis Ioannidis Yanzhi Wang Jennifer Dy CLL 49 42 0 20 Sep 2022
AdaptFormer: Adapting Vision Transformers for Scalable Visual Recognition Shoufa Chen Chongjian Ge Zhan Tong Jiangliu Wang Yibing Song Jue Wang Ping Luo 138 631 0 26 May 2022
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 319 2,108 0 02 Sep 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 2,875 0 11 Feb 2021