Low-Rank Few-Shot Adaptation of Vision-Language Models

Low-Rank Few-Shot Adaptation of Vision-Language Models

28 May 2024

Maxime Zanella

Ismail Ben Ayed

Papers citing "Low-Rank Few-Shot Adaptation of Vision-Language Models"

15 / 15 papers shown

Title
FAA-CLIP: Federated Adversarial Adaptation of CLIP Yihang Wu A. Chaddad Christian Desrosiers Tareef Daqqaq R. Kateb VLM 51 0 0 26 Feb 2025
Distributional Vision-Language Alignment by Cauchy-Schwarz Divergence Wenzhe Yin Zehao Xiao Pan Zhou Shujian Yu Jiayi Shen J. Sonke E. Gavves 37 0 0 24 Feb 2025
RandLoRA: Full-rank parameter-efficient fine-tuning of large models Paul Albert Frederic Z. Zhang Hemanth Saratchandran Cristian Rodriguez-Opazo Anton van den Hengel Ehsan Abbasnejad 94 0 0 03 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
FRoundation: Are Foundation Models Ready for Face Recognition? Tahar Chettaoui Naser Damer Fadi Boutros CVBM 39 4 0 31 Oct 2024
Efficient Prompt Tuning of Large Vision-Language Model for Fine-Grained Ship Classification Long Lan Fengxiang Wang Shuyan Li Xiangtao Zheng Zengmao Wang Xinwang Liu VLM 31 7 0 13 Mar 2024
Visual-Language Prompt Tuning with Knowledge-guided Context Optimization Hantao Yao Rui Zhang Changsheng Xu VLM VPVLM 127 200 0 23 Mar 2023
MaPLe: Multi-modal Prompt Learning Muhammad Uzair Khattak H. Rasheed Muhammad Maaz Salman Khan F. Khan VPVLM VLM 194 531 0 06 Oct 2022
CALIP: Zero-Shot Enhancement of CLIP with Parameter-free Attention Ziyu Guo Renrui Zhang Longtian Qiu Xianzheng Ma Xupeng Miao Xuming He Bin Cui VLM AAML 59 109 0 28 Sep 2022
Test-Time Prompt Tuning for Zero-Shot Generalization in Vision-Language Models Manli Shu Weili Nie De-An Huang Zhiding Yu Tom Goldstein Anima Anandkumar Chaowei Xiao VLM VPVLM 186 282 0 15 Sep 2022
Prompt-aligned Gradient for Prompt Tuning Beier Zhu Yulei Niu Yucheng Han Yuehua Wu Hanwang Zhang VLM 183 271 0 30 May 2022
AdaptFormer: Adapting Vision Transformers for Scalable Visual Recognition Shoufa Chen Chongjian Ge Zhan Tong Jiangliu Wang Yibing Song Jue Wang Ping Luo 146 638 0 26 May 2022
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 330 2,267 0 02 Sep 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,848 0 18 Apr 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 3,700 0 11 Feb 2021