LP++: A Surprisingly Strong Linear Probe for Few-Shot CLIP

LP++: A Surprisingly Strong Linear Probe for Few-Shot CLIP

2 April 2024

Fereshteh Shakeri

Jose Dolz

Houda Bahig

Ismail Ben Ayed

Papers citing "LP++: A Surprisingly Strong Linear Probe for Few-Shot CLIP"

10 / 10 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
Biomed-DPT: Dual Modality Prompt Tuning for Biomedical Vision-Language Models Wei Peng Kang Liu Jianchen Hu Meng Zhang VLM LM&MA 48 0 0 08 May 2025
A Survey on Self-supervised Contrastive Learning for Multimodal Text-Image Analysis Asifullah Khan Laiba Asmatullah Anza Malik Shahzaib Khan Hamna Asif SSL VLM 74 0 0 14 Mar 2025
ProAPO: Progressively Automatic Prompt Optimization for Visual Classification Xiangyan Qu Gaopeng Gou Jiamin Zhuang Jing Yu Kun Song Qihao Wang Yili Li Gang Xiong VLM 75 0 0 13 Mar 2025
UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning Long Zhou Fereshteh Shakeri Aymen Sadraoui Mounir Kaaniche J. Pesquet Ismail Ben Ayed VLM 84 0 0 21 Dec 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
Visual-Language Prompt Tuning with Knowledge-guided Context Optimization Hantao Yao Rui Zhang Changsheng Xu VLM VPVLM 122 200 0 23 Mar 2023
Prompt-aligned Gradient for Prompt Tuning Beier Zhu Yulei Niu Yucheng Han Yuehua Wu Hanwang Zhang VLM 175 269 0 30 May 2022
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
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