A Closer Look at the Few-Shot Adaptation of Large Vision-Language Models

20 December 2023

Julio Silva-Rodríguez

Jose Dolz

Papers citing "A Closer Look at the Few-Shot Adaptation of Large Vision-Language Models"

29 / 29 papers shown

Title
$Simple Semi-supervised Knowledge Distillation from Vision-Language Models via $\mathbf{\texttt{D}}$ual-$\mathbf{\texttt{H}}$ead $\mathbf{\texttt{O}}$ptimization$ Simple Semi-supervised Knowledge Distillation from Vision-Language Models via $\mathbf{\texttt{D}}$ ual- $\mathbf{\texttt{H}}$ ead $\mathbf{\texttt{O}}$ ptimization Seongjae Kang Dong Bok Lee Hyungjoon Jang Sung Ju Hwang VLM 38 0 0 12 May 2025
Sparsity Outperforms Low-Rank Projections in Few-Shot Adaptation Nairouz Mrabah Nicolas Richet Ismail Ben Ayed Eric Granger BDL VLM 47 0 0 16 Apr 2025
FLOSS: Free Lunch in Open-vocabulary Semantic Segmentation Yasser Benigmim Mohammad Fahes Tuan-Hung Vu Andrei Bursuc Raoul de Charette VLM 32 0 0 14 Apr 2025
A Reality Check of Vision-Language Pre-training in Radiology: Have We Progressed Using Text? Julio Silva-Rodríguez Jose Dolz Ismail ben Ayed VLM MedIm 31 0 0 07 Apr 2025
Enhancing Zero-Shot Image Recognition in Vision-Language Models through Human-like Concept Guidance Hui Liu Wenya Wang Kecheng Chen Jie Liu Yibing Liu Tiexin Qin Peisong He Xinghao Jiang Haoliang Li BDL VLM 102 0 0 20 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 49 0 0 03 Mar 2025
Solving Instance Detection from an Open-World Perspective Qianqian Shen Yunhan Zhao Nahyun Kwon Jeeeun Kim Yanan Li Shu Kong 32 0 0 01 Mar 2025
Black Sheep in the Herd: Playing with Spuriously Correlated Attributes for Vision-Language Recognition Xinyu Tian Shu Zou Zhaoyuan Yang Mengqi He Jing Zhang VLM 43 0 0 19 Feb 2025
Parameter-Efficient Fine-Tuning for Foundation Models Dan Zhang Tao Feng Lilong Xue Yuandong Wang Yuxiao Dong J. Tang 37 7 0 23 Jan 2025
ProKeR: A Kernel Perspective on Few-Shot Adaptation of Large Vision-Language Models Yassir Bendou Amine Ouasfi Vincent Gripon A. Boukhayma VLM 51 0 0 19 Jan 2025
CRoF: CLIP-based Robust Few-shot Learning on Noisy Labels Shizhuo Deng Bowen Han Jiaqi Chen Hao Wang Dongyue Chen Tong Jia VLM NoLa 71 0 0 17 Dec 2024
Words Matter: Leveraging Individual Text Embeddings for Code Generation in CLIP Test-Time Adaptation Shambhavi Mishra Julio Silva-Rodrıguez Ismail ben Ayed M. Pedersoli Jose Dolz VLM 75 1 0 26 Nov 2024
BiomedCoOp: Learning to Prompt for Biomedical Vision-Language Models Taha Koleilat Hojat Asgariandehkordi H. Rivaz Yiming Xiao VLM 100 0 0 21 Nov 2024
LatteCLIP: Unsupervised CLIP Fine-Tuning via LMM-Synthetic Texts Anh-Quan Cao M. Jaritz Matthieu Guillaumin Raoul de Charette Loris Bazzani VLM CLIP 34 2 0 10 Oct 2024
Robust Calibration of Large Vision-Language Adapters Balamurali Murugesan Julio Silva-Rodríguez Ismail Ben Ayed Jose Dolz OODD VLM 32 6 0 18 Jul 2024
FairMedFM: Fairness Benchmarking for Medical Imaging Foundation Models Ruinan Jin Zikang Xu Yuan Zhong Qiongsong Yao Qi Dou S. Kevin Zhou Xiaoxiao Li VLM 19 10 0 01 Jul 2024
Few-Shot Recognition via Stage-Wise Retrieval-Augmented Finetuning Tian Liu Huixin Zhang Shubham Parashar Shu Kong 24 2 0 17 Jun 2024
Low-Rank Few-Shot Adaptation of Vision-Language Models Maxime Zanella Ismail Ben Ayed OffRL VLM 46 26 0 28 May 2024
PM2: A New Prompting Multi-modal Model Paradigm for Few-shot Medical Image Classification Zhenwei Wang Qiule Sun Bingbing Zhang Pengfei Wang Jianxin Zhang Qiang Zhang VLM 38 1 0 13 Apr 2024
Pay Attention to Your Neighbours: Training-Free Open-Vocabulary Semantic Segmentation Sina Hajimiri Ismail Ben Ayed Jose Dolz VLM 31 22 0 12 Apr 2024
LLM meets Vision-Language Models for Zero-Shot One-Class Classification Yassir Bendou G. Lioi Bastien Pasdeloup Lukas Mauch G. B. Hacene Fabien Cardinaux Vincent Gripon VLM MLLM 39 0 0 31 Mar 2024
Class and Region-Adaptive Constraints for Network Calibration Balamurali Murugesan Julio Silva-Rodríguez Ismail Ben Ayed Jose Dolz 25 1 0 19 Mar 2024
Visual-Language Prompt Tuning with Knowledge-guided Context Optimization Hantao Yao Rui Zhang Changsheng Xu VLM VPVLM 122 200 0 23 Mar 2023
MaPLe: Multi-modal Prompt Learning Muhammad Uzair Khattak H. Rasheed Muhammad Maaz Salman Khan F. Khan VPVLM VLM 186 528 0 06 Oct 2022
Prompt-aligned Gradient for Prompt Tuning Beier Zhu Yulei Niu Yucheng Han Yuehua Wu Hanwang Zhang VLM 175 269 0 30 May 2022
Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling Renrui Zhang Rongyao Fang Wei Zhang Peng Gao Kunchang Li Jifeng Dai Yu Qiao Hongsheng Li VLM 184 384 0 06 Nov 2021
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 322 2,249 0 02 Sep 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,835 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 293 3,683 0 11 Feb 2021