v1v2 (latest)

Learning without Forgetting for Vision-Language Models

30 May 2023

Da-Wei Zhou

Ziwei Liu

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

50 / 116 papers shown

Title
CalFuse: Feature Calibration Enhanced Parameter Fusion for Class-Continual Learning Jiaxin Guo Xiaoguang Zhu Xiaoguang Zhu Lianlong Sun Liangyu Teng ... Di Li Wei Zhou Liang Song Wei Zhou Liang Song CLL VLM 147 1 0 01 Jul 2025
LW2G: Learning Whether to Grow for Prompt-based Continual Learning Qian Feng Dawei Zhou Hanbin Zhao Chao Zhang Jiahua Dong Dengxin Dai Hui Qian VLM CLL 83 5 0 01 Jul 2025
The Safety Reminder: A Soft Prompt to Reactivate Delayed Safety Awareness in Vision-Language Models Peiyuan Tang Haojie Xin Xiaodong Zhang Jun Sun Qin Xia Zijiang Yang VLM 21 0 0 15 Jun 2025
Continual Learning on CLIP via Incremental Prompt Tuning with Intrinsic Textual Anchors Haodong Lu Xinyu Zhang Kristen Moore Jason Xue Lina Yao Anton van den Hengel Dong Gong CLL VLM 67 0 0 27 May 2025
IAP: Improving Continual Learning of Vision-Language Models via Instance-Aware Prompting Hao Fu Hanbin Zhao Jiahua Dong Chao Zhang Chao Zhang Hui Qian CLL VLM 141 2 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
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
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 122 4 0 01 Mar 2025
Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping Guannan Lai Yujie Li Xiangkun Wang Jing Zhang Tianrui Li Xin Yang CLL 109 3 0 27 Feb 2025
IncSAR: A Dual Fusion Incremental Learning Framework for SAR Target Recognition George Karantaidis Athanasios Pantsios Y. Kompatsiaris Symeon Papadopoulos CLL 149 2 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 211 0 0 15 Dec 2024
Adaptive Rank, Reduced Forgetting: Knowledge Retention in Continual Learning Vision-Language Models with Dynamic Rank-Selective LoRA Haodong Lu Chongyang Zhao Jason Xue Lina Yao Kristen Moore Dong Gong CLL KELM VLM 231 7 0 01 Dec 2024
Exploring Emerging Trends and Research Opportunities in Visual Place Recognition Antonios Gasteratos Konstantinos A. Tsintotas Tobias Fischer Yiannis Aloimonos Michael Milford 120 0 0 18 Nov 2024
Continual Audio-Visual Sound Separation Weiguo Pian Yiyang Nan Shijian Deng Shentong Mo Yunhui Guo Yapeng Tian VLM CLL 112 1 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 128 0 0 04 Nov 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 99 1 0 02 Aug 2024
Class-Incremental Learning with CLIP: Adaptive Representation Adjustment and Parameter Fusion Linlan Huang Xusheng Cao Haori Lu Xialei Liu CLL 118 18 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 103 24 0 07 Jul 2024
Visual Prompt Tuning in Null Space for Continual Learning Yue Lu Shizhou Zhang De Cheng Yinghui Xing N. Wang Peng Wang Yanning Zhang VLM VPVLM CLL 93 15 0 09 Jun 2024
Towards Incremental Learning in Large Language Models: A Critical Review M. Jovanovic Peter Voss ELM CLL KELM 116 5 0 28 Apr 2024
CLAP4CLIP: Continual Learning with Probabilistic Finetuning for Vision-Language Models Saurav Jha Dong Gong Lina Yao CLIP VLM 152 11 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 95 15 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 119 11 0 27 Mar 2024
Semantic Prompting with Image-Token for Continual Learning Jisu Han Jaemin Na Wonjun Hwang CLL VLM 83 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 81 8 0 15 Mar 2024
Premonition: Using Generative Models to Preempt Future Data Changes in Continual Learning Mark D Mcdonnell Dong Gong Ehsan Abbasnejad Anton Van Den Hengel VLM DiffM 121 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 129 1 0 10 Mar 2024
Vision-Language Models for Medical Report Generation and Visual Question Answering: A Review Iryna Hartsock Ghulam Rasool 102 81 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 105 80 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 130 46 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 121 31 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 216 34 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 100 6 0 06 Sep 2023
A Survey on Large Language Model based Autonomous Agents Lei Wang Chengbang Ma Xueyang Feng Zeyu Zhang Hao-ran Yang ... Xu Chen Yankai Lin Wayne Xin Zhao Zhewei Wei Ji-Rong Wen LLMAG AI4CE LM&Ro 170 1,332 0 22 Aug 2023
When Prompt-based Incremental Learning Does Not Meet Strong Pretraining Yuyao Tang Yifan Peng Weiwen Zheng CLL VLM 101 34 0 21 Aug 2023
Large Sequence Models for Sequential Decision-Making: A Survey Muning Wen Runji Lin Hanjing Wang Yaodong Yang Ying Wen Kai Zou Jun Wang Haifeng Zhang Weinan Zhang LM&Ro LRM 100 36 0 24 Jun 2023
Exploring Diverse In-Context Configurations for Image Captioning Xu Yang Yongliang Wu Mingzhuo Yang Haokun Chen Xin Geng MLLM 87 64 0 24 May 2023
Class-Incremental Exemplar Compression for Class-Incremental Learning Zilin Luo Yaoyao Liu Bernt Schiele Qianru Sun VLM CLL 147 49 0 24 Mar 2023
Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need Da-Wei Zhou Han-Jia Ye De-Chuan Zhan Ziwei Liu CLL 106 111 0 13 Mar 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 502 4,670 0 30 Jan 2023
RMM: Reinforced Memory Management for Class-Incremental Learning Yaoyao Liu Bernt Schiele Qianru Sun CLL 89 96 0 14 Jan 2023
CLIPPO: Image-and-Language Understanding from Pixels Only Michael Tschannen Basil Mustafa N. Houlsby CLIP VLM 102 49 0 15 Dec 2022
Reproducible scaling laws for contrastive language-image learning Mehdi Cherti Romain Beaumont Ross Wightman Mitchell Wortsman Gabriel Ilharco Cade Gordon Christoph Schuhmann Ludwig Schmidt J. Jitsev VLM CLIP 139 824 0 14 Dec 2022
Doubly Right Object Recognition: A Why Prompt for Visual Rationales Chengzhi Mao Revant Teotia Amrutha Sundar Sachit Menon Junfeng Yang Xin Eric Wang Carl Vondrick 64 31 0 12 Dec 2022
Isolation and Impartial Aggregation: A Paradigm of Incremental Learning without Interference Yabin Wang Zhiheng Ma Zhiwu Huang Yaowei Wang Zhou Su Xiaopeng Hong 93 43 0 29 Nov 2022
CODA-Prompt: COntinual Decomposed Attention-based Prompting for Rehearsal-Free Continual Learning James Smith Leonid Karlinsky V. Gutta Paola Cascante-Bonilla Donghyun Kim Assaf Arbelle Yikang Shen Rogerio Feris Z. Kira CLL VPVLM VLM 110 299 0 23 Nov 2022
Task Residual for Tuning Vision-Language Models Tao Yu Zhihe Lu Xin Jin Zhibo Chen Xinchao Wang VLM CLIP 102 92 0 18 Nov 2022
Do Pre-trained Models Benefit Equally in Continual Learning? Kuan-Ying Lee Yuanyi Zhong Yu-Xiong Wang CLL 85 28 0 27 Oct 2022
Scaling & Shifting Your Features: A New Baseline for Efficient Model Tuning Dongze Lian Daquan Zhou Jiashi Feng Xinchao Wang 120 264 0 17 Oct 2022