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Author

Wenping Ma

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Preprint Sep 2026

0.5%>100%: Bidirectional Reciprocal Learning for Referring Image Segmentation

Recent advances in vision foundation models (VFMs) have shown remarkable capabilities across diverse unimodal visual tasks. However, adapting VFMs to referring image segmentation (RIS) typically necessitates precise vision-language alignment via full fine-tuning, incurring substantial computational overhead and risking...

Xiaoqiang Lu, Li-Cheng Jiao, Ling-Ling Li et al. · 0 citations

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