Visual Prompting for Vision-Language Models

VPVLM

Adapts pre-trained vision models using prompts. Enables efficient fine-tuning for new tasks without extensive retraining.

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VaMP: Variational Multi-Modal Prompt Learning for Vision-Language Models Silin Cheng Kai Han MLLM VPVLM VLM 174 0 0 27 Nov 2025
A Retrospect to Multi-prompt Learning across Vision and LanguageIEEE International Conference on Computer Vision (ICCV), 2023 Ziliang Chen Xin Huang Quanlong Guan Liang Lin Weiqi Luo VPVLM VLM 333 9 0 31 Oct 2025
Prompt Estimation from Prototypes for Federated Prompt Tuning of Vision Transformers M Yashwanth Sharannya Ghosh Aditay Tripathi Anirban Chakraborty VPVLM VLM 416 0 0 29 Oct 2025
VIPAMIN: Visual Prompt Initialization via Embedding Selection and Subspace Expansion Jaekyun Park Hye Won Chung VPVLM VLM 165 0 0 18 Oct 2025
Prompt-based Adaptation in Large-scale Vision Models: A Survey Xi Xiao Yunbei Zhang Lin Zhao Y. Liu Xiaoying Liao ... Xue Lin Min Xu Qifan Wang Tianyang Wang Cheng Han VPVLM VLM 193 4 0 15 Oct 2025
Reinforcement Learning-Based Prompt Template Stealing for Text-to-Image Models Xiaotian Zou SILM VPVLM 151 0 0 27 Sep 2025
SemPT: Semantic Prompt Tuning for Vision-Language Models Xiao Shi Yangjun Ou Zhenzhong Chen MLLM VLM VPVLM 200 0 0 14 Aug 2025
GLAD: Generalizable Tuning for Vision-Language Models Yuqi Peng Pengfei Wang Jianzhuang Liu Shifeng Chen VLM VPVLM 127 0 0 17 Jul 2025
FA: Forced Prompt Learning of Vision-Language Models for Out-of-Distribution Detection Xinhua Lu Runhe Lai Yanqi Wu Kanghao Chen Wei-Shi Zheng Ruixuan Wang OODD VPVLM VLM 270 1 0 06 Jul 2025
Attention to the Burstiness in Visual Prompt Tuning! Yuzhu Wang Manni Duan Shu Kong VPVLM VLM 249 0 0 28 Jun 2025
Exploring Visual Prompting: Robustness Inheritance and Beyond Qi Li Liangzhi Li Zhouqiang Jiang Bowen Wang Keke Tang VPVLM VLM 180 0 0 07 Jun 2025
DA-VPT: Semantic-Guided Visual Prompt Tuning for Vision TransformersComputer Vision and Pattern Recognition (CVPR), 2025 Li Ren Chen Chen Liqiang Wang K. Hua VPVLM VLM 275 0 0 29 May 2025
FDBPL: Faster Distillation-Based Prompt Learning for Region-Aware Vision-Language Models AdaptationExpert systems with applications (ESWA), 2025 Zherui Zhang Jiaxin Wu Changwei Wang Rongtao Xu Longzhao Huang Wenhao Xu Wenbo Xu Li Guo Shibiao Xu VLM VPVLM 383 1 0 23 May 2025
Understanding Prompt Tuning and In-Context Learning via Meta-Learning Tim Genewein Kevin Wenliang Li Jordi Grau-Moya Anian Ruoss Laurent Orseau Marcus Hutter VPVLM 318 3 0 22 May 2025
Black-Box Visual Prompt Engineering for Mitigating Object Hallucination in Large Vision Language ModelsNorth American Chapter of the Association for Computational Linguistics (NAACL), 2025 Sangmin Woo Kang Zhou Yun Zhou Shuai Wang Sheng Guan Haibo Ding Lin Lee Cheong VPVLM 275 0 0 30 Apr 2025
FedMVP: Federated Multimodal Visual Prompt Tuning for Vision-Language Models Mainak Singha Subhankar Roy Sarthak Mehrotra Ankit Jha Moloud Abdar Biplab Banerjee Elisa Ricci VLM VPVLM 469 1 0 29 Apr 2025
SDVPT: Semantic-Driven Visual Prompt Tuning for Open-World Object Counting Yiming Zhao Guorong Li Laiyun Qing Amin Beheshti Jian Yang Michael Sheng Yuankai Qi Qingming Huang VLM VPVLM 305 0 0 24 Apr 2025
Visual Variational Autoencoder Prompt Tuning Xi Xiao Yunbei Zhang Yongqian Li Xingjian Li Tianyang Wang Jihun Hamm Xiang Wang Min Xu VPVLM VLM 282 6 0 22 Mar 2025
Probabilistic Prompt Distribution Learning for Animal Pose EstimationComputer Vision and Pattern Recognition (CVPR), 2025 Jiyong Rao Brian Nlong Zhao Yu Wang VLM VPVLM 348 0 0 20 Mar 2025
Prompt-OT: An Optimal Transport Regularization Paradigm for Knowledge Preservation in Vision-Language Model Adaptation Xiwen Chen Wenhui Zhu Peijie Qiu Hao Wang Huayu Li Haiyu Wu Aristeidis Sotiras Yanjie Wang Abolfazl Razi VLM VPVLM 318 0 0 11 Mar 2025
Diversity Covariance-Aware Prompt Learning for Vision-Language Models Songlin Dong Zhengdong Zhou Chenhao Ding Xinyuan Gao Alex C. Kot Yihong Gong VPVLM VLM 341 1 0 03 Mar 2025
Generalizable Prompt Learning of CLIP: A Brief Overview Fangming Cui Yonggang Zhang Xuan Wang Xule Wang Liang Xiao VPVLM VLM 1.3K 2 0 03 Mar 2025
InPK: Infusing Prior Knowledge into Prompt for Vision-Language Models Shuchang Zhou Jiwei Wei Shiyuan He Yuyang Zhou Chaoning Zhang Jie Zou Ning Xie Yang Yang VLM VPVLM 359 0 0 27 Feb 2025
Vulnerability of Text-to-Image Models to Prompt Template Stealing: A Differential Evolution ApproachAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Yurong Wu Fangwen Mu Qiuhong Zhang Jinjing Zhao Weishuai Zeng ... Yang Wu Lin Shi Peng Li Zhiming Ding Longji Xu VPVLM AAML SILM 682 1 0 20 Feb 2025
Learning Generalizable Prompt for CLIP with Class Similarity Knowledge Sehun Jung Hyang-won Lee VLM VPVLM 203 2 0 17 Feb 2025
LoR-VP: Low-Rank Visual Prompting for Efficient Vision Model AdaptationInternational Conference on Learning Representations (ICLR), 2025 Can Jin Ying Li Mingyu Zhao Shiyu Zhao Zhenting Wang Xiaoxiao He Ligong Han Tong Che Dimitris N. Metaxas VPVLM VLM 969 8 0 02 Feb 2025
On the Expressiveness of Visual Prompt Experts Minh Le Anh-Tien Nguyen Huy Le Nguyen Chau Nguyen Anh Tran Nhat Ho VPVLM VLM 837 0 0 31 Jan 2025
Prompt-CAM: Making Vision Transformers Interpretable for Fine-Grained AnalysisComputer Vision and Pattern Recognition (CVPR), 2025 A. Chowdhury Dipanjyoti Paul Zheda Mai Zanming Huang Ziheng Zhang ... Charles V. Stewart Anuj Karpatne T. Berger-Wolf Yu-Chuan Su Wei-Lun Chao VPVLM VLM 239 1 0 16 Jan 2025
M-Tuning: Prompt Tuning with Mitigated Label Bias in Open-Set Scenarios Ning Liao Xiaopeng Zhang Minglu Cao Junchi Yan VPVLM VLM 584 1 0 31 Dec 2024
Tuning Vision-Language Models with Candidate Labels by Prompt Alignment Zhifang Zhang Yuwei Niu Xin Liu Beibei Li VPVLM VLM 376 2 0 31 Dec 2024
Semantic Hierarchical Prompt Tuning for Parameter-Efficient Fine-TuningIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024 Haowei Zhu Fangyuan Zhang Rui Qin Tianxiang Pan Junhai Yong Bin Wang VPVLM VLM 249 0 0 22 Dec 2024
TAPT: Test-Time Adversarial Prompt Tuning for Robust Inference in Vision-Language ModelsComputer Vision and Pattern Recognition (CVPR), 2024 Xin Wang Kai-xiang Chen Jiaming Zhang Yue Yu Jiabo He AAML VPVLM VLM 322 12 0 20 Nov 2024
Visual Fourier Prompt TuningNeural Information Processing Systems (NeurIPS), 2024 Runjia Zeng Cheng Han Qifan Wang Chunshu Wu Tong Geng Lifu Huang Ying Nian Wu Dongfang Liu VPVLM VLM 384 26 0 02 Nov 2024
Enhancing Zero-Shot Vision Models by Label-Free Prompt Distribution Learning and Bias CorrectingNeural Information Processing Systems (NeurIPS), 2024 Xingyu Zhu B. Zhu Yi Tan Shuo Wang Y. Hao Hanwang Zhang VLM VPVLM 230 16 0 25 Oct 2024
Generalizable Prompt Tuning for Vision-Language Models Qian Zhang VLM VPVLM 468 2 0 04 Oct 2024
Revisiting Prompt Pretraining of Vision-Language Models Zhenyuan Chen Lingfeng Yang Shuo Chen Zhaowei Chen Jiajun Liang Xiang Li MLLM VPVLM VLM 316 4 0 10 Sep 2024
When Does Visual Prompting Outperform Linear Probing for Vision-Language Models? A Likelihood PerspectiveIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024 Hsi-Ai Tsao Lei Hsiung Pin-Yu Chen Tsung-Yi Ho VPVLM LRM VLM 303 0 0 03 Sep 2024
Adapting Vision-Language Models to Open Classes via Test-Time Prompt TuningChinese Conference on Pattern Recognition and Computer Vision (CPRCV), 2024 Zhengqing Gao Xiang Ao Xu-Yao Zhang Cheng-Lin Liu VLM VPVLM 251 1 0 29 Aug 2024
CVPT: Cross Visual Prompt Tuning Lingyun Huang Jianxu Mao Junfei Yi Ziming Tao Yaonan Wang VLM VPVLM 392 2 0 27 Aug 2024
MePT: Multi-Representation Guided Prompt Tuning for Vision-Language Model Xinyang Wang Yi Yang Minfeng Zhu Kecheng Zheng Shi Liu Wei Chen VPVLM MLLM VLM 234 1 0 19 Aug 2024
Tabular Transfer Learning via Prompting LLMs Jaehyun Nam Woomin Song Seong Hyeon Park Jihoon Tack Sukmin Yun Jaehyung Kim Kyu Hwan Oh Jinwoo Shin RALM LMTD VPVLM 322 7 0 09 Aug 2024
CoAPT: Context Attribute words for Prompt Tuning Gun Lee Subin An Sungyong Baik Soochahn Lee VPVLM VLM 231 2 0 18 Jul 2024
Improving Zero-shot Generalization of Learned Prompts via Unsupervised Knowledge Distillation Marco Mistretta Alberto Baldrati Marco Bertini Andrew D. Bagdanov VPVLM VLM 416 19 0 03 Jul 2024
Visual Prompt Tuning in Null Space for Continual LearningNeural Information Processing Systems (NeurIPS), 2024 Yue Lu Shizhou Zhang De Cheng Yinghui Xing N. Wang Peng Wang Yanning Zhang VLM VPVLM CLL 299 23 0 09 Jun 2024
Revisiting the Robust Generalization of Adversarial Prompt Tuning Fan Yang Mingxuan Xia Sangzhou Xia Chicheng Ma Hui Hui VPVLM VLM 179 3 0 18 May 2024
TAI++: Text as Image for Multi-Label Image Classification by Co-Learning Transferable Prompt Xiangyu Wu Qingjun Jiang Yang Yang Yifeng Wu Qingguo Chen Jianfeng Lu VLM VPVLM 235 12 0 11 May 2024
Transitive Vision-Language Prompt Learning for Domain Generalization Liyuan Wang Yan Jin Zhen Chen Jinlin Wu Mengke Li Yang Lu Hanzi Wang VLM VPVLM LRM 310 4 0 29 Apr 2024
Training-Free Unsupervised Prompt for Vision-Language Models Sifan Long Linbin Wang Zhen Zhao Zichang Tan Yiming Wu Shengsheng Wang Jingdong Wang VLM VPVLM 272 2 0 25 Apr 2024
Prompt Learning via Meta-Regularization Jinyoung Park Juyeon Ko Hyunwoo J. Kim VLM VPVLM 240 38 0 01 Apr 2024
ADAPT to Robustify Prompt Tuning Vision Transformers Masih Eskandar Tooba Imtiaz Zifeng Wang Jennifer Dy VPVLM VLM AAML 362 0 0 19 Mar 2024

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