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cs.CV2026
YesTrack: Referring Multi-Object Tracking via MLLM-based Yes/No Verification
Quansheng Hu, Qin Sun, Qiansen Dai +4
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…
cs.CV2026
Decoupling Language Guidance from Backbones for Text-Guided Medical Segmentation
Yungeng Liu, Xuanzi Fang, Haijin Zeng +2
Text-guided medical image segmentation leverages clinical semantics to improve lesion delineation, yet many existing models bind cross-modal fusion, supervision, and decoder design…