Double-Filter: Efficient Fine-tuning of Pre-trained Vision-Language Models via Patch&Layer Filtering

Yaoqin He; Junchen Fu; Kaiwen Zheng; Songpei Xu; Fuhai Chen; Jie Li; Joemon M. Jose; Xuri Ge

2025 ICML ICML 2025

Double-Filter: Efficient Fine-tuning of Pre-trained Vision-Language Models via Patch&Layer Filtering

Abstract

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Authors

Yaoqin He, Junchen Fu, Kaiwen Zheng, Songpei Xu, Fuhai Chen, Jie Li, Joemon M. Jose, Xuri Ge

Topics

Artificial Intelligence > Core AI > Multimodal Learning Machine Learning > Application Areas > Efficient Computing Deep Learning > Learning Types > Multimodal Learning

Keywords

vision-language model genetic algorithm patch selection foreground separation background separation layer filter

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