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Yanyan Shao

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#robotics Preprint Sep 2026

Talk2Escape: Conversational Grounding for Vision-and-Language Navigation

Talk2Escape is introduced, a proactive and model-agnostic dialogue intervention framework that reframes navigation as a closed-loop interactive process and proves that proactive dialogue drastically improves navigation robustness in physical environments.

Ze-Rui Li, Si-Hao Lin, Yan-Yan Shao et al. · 0 citations
Open access Jul 2026

Toward Reasoning-Centric Video Object Segmentation via Multi-Modal Large Language Models

Referring Video Object Segmentation (RVOS) aims to segment the target objects specified in human instructions. Previous approaches typically rely on explicit human instructions that contain target categories or salient appearance descriptions. These approaches tend to fail when the instructions require temporal video u...

Yanyan Shao, Shuting He, Gengze Zhou et al. · 0 citations

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