Does CLIP's Generalization Performance Mainly Stem from High Train-Test
Similarity?

Does CLIP's Generalization Performance Mainly Stem from High Train-Test Similarity?

14 October 2023

Prasanna Mayilvahanan

Thaddäus Wiedemer

Matthias Bethge

Wieland Brendel

Papers citing "Does CLIP's Generalization Performance Mainly Stem from High Train-Test Similarity?"

4 / 4 papers shown

Title
Feature contamination: Neural networks learn uncorrelated features and fail to generalize Tianren Zhang Chujie Zhao Guanyu Chen Yizhou Jiang Feng Chen OOD MLT OODD 69 3 0 05 Jun 2024
Synergy and Diversity in CLIP: Enhancing Performance Through Adaptive Backbone Ensembling Cristian Rodriguez-Opazo Ehsan Abbasnejad Damien Teney Edison Marrese-Taylor Hamed Damirchi A. Hengel VLM 20 1 0 27 May 2024
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
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