Author

Qi Dai

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Preprint Sep 2026

YesTrack: Referring Multi-Object Tracking via MLLM-based Yes/No Verification

Referring multi-object tracking (RMOT) aims to track every instance in a video that matches a given language expression. Despite the recent integration of multimodal large language models (MLLMs) to enhance generalization, existing methods predominantly relegate them to the role of caption generators, necessitating ext...

Quan-Sheng Hu, Qin Sun, Qi Dai et al. · 0 citations

Jul 2026

Decoupling Language Guidance from Backbones for Text-Guided Medical Segmentation

A Hierarchical Coarse-to-Fine Supervision Strategy that decomposes learning into global image-text alignment, multi-scale auxiliary localization, and boundary-aware final mask refinement, and a Scale-Adaptive Gated Semantic Guidance adapter, where resolution-specific gates adaptively control textual injection and chann...

Yung-Hsing Liu, Xuan Fang, Hai-Jin Zeng et al. · arXiv.org · 0 citations