Preventing Zero-Shot Transfer Degradation in Continual Learning of
Vision-Language Models

Preventing Zero-Shot Transfer Degradation in Continual Learning of Vision-Language Models

12 March 2023

Yang You

Papers citing "Preventing Zero-Shot Transfer Degradation in Continual Learning of Vision-Language Models"

18 / 18 papers shown

Title
Beyond CLIP Generalization: Against Forward&Backward Forgetting Adapter for Continual Learning of Vision-Language Models Songlin Dong Chenhao Ding Jiangyang Li Jizhou Han Qiang Wang Yuhang He Yihong Gong CLL VLM 35 0 0 12 May 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 59 1 0 24 Mar 2025
Enhanced Continual Learning of Vision-Language Models with Model Fusion Haoyuan Gao Zicong Zhang Yuqi Wei Linglan Zhao Guilin Li Y. Li Linghe Kong Weiran Huang CLL VLM 162 0 0 12 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 44 0 0 27 Feb 2025
DesCLIP: Robust Continual Adaptation via General Attribute Descriptions for Pretrained Vision-Language Models Chiyuan He Zihuan Qiu Fanman Meng Linfeng Xu Q. Wu H. Li VLM CLL KELM 63 0 0 02 Feb 2025
Fine Tuning without Catastrophic Forgetting via Selective Low Rank Adaptation Reza Akbarian Bafghi Carden Bagwell Avinash Ravichandran Ashish Shrivastava M. Raissi 48 0 0 28 Jan 2025
Fresh-CL: Feature Realignment through Experts on Hypersphere in Continual Learning Zhongyi Zhou Yaxin Peng Pin Yi Minjie Zhu Chaomin Shen 130 0 0 04 Jan 2025
Expanding Event Modality Applications through a Robust CLIP-Based Encoder SungHeon Jeong Hanning Chen Sanggeon Yun Suhyeon Cho Wenjun Huang Xiangjian Liu Mohsen Imani 98 1 0 04 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 VLM KELM CLL 85 3 0 01 Dec 2024
CASA: Class-Agnostic Shared Attributes in Vision-Language Models for Efficient Incremental Object Detection Mingyi Guo Yuyang Liu Zongying Lin Peixi Peng Yonghong Tian Yonghong Tian VLM 30 0 0 08 Oct 2024
Single Image Unlearning: Efficient Machine Unlearning in Multimodal Large Language Models Jiaqi Li Qianshan Wei Chuanyi Zhang Guilin Qi Miaozeng Du Yongrui Chen Sheng Bi Fan Liu VLM MU 72 12 0 21 May 2024
FeTT: Continual Class Incremental Learning via Feature Transformation Tuning Sunyuan Qiang Xuxin Lin Yanyan Liang Jun Wan Du Zhang CLL 45 1 0 20 May 2024
Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning Huiyi Wang Haodong Lu Lina Yao Dong Gong KELM CLL 42 8 0 27 Mar 2024
InfoBatch: Lossless Training Speed Up by Unbiased Dynamic Data Pruning Ziheng Qin K. Wang Zangwei Zheng Jianyang Gu Xiang Peng ... Daquan Zhou Lei Shang Baigui Sun Xuansong Xie Yang You 116 46 0 08 Mar 2023
CLIP model is an Efficient Continual Learner Vishal G. Thengane Salman Khan Munawar Hayat F. Khan BDL VLM CLL 109 46 0 06 Oct 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 392 4,125 0 28 Jan 2022
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 327 2,263 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 298 3,693 0 11 Feb 2021