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Rui-Ning Zhao

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Preprint Sep 2026

MoVISA: Multi-Token Reasoning for Video Object Segmentation

Recent advances in video object segmentation with Multimodal Large Language Model (MLLM) reasoning have demonstrated the effectiveness of using a single textual token, such as SEG, to predict segmentation masks across images and videos. However, we observe that this single-token strategy lacks the granularity required...

Rui-Ning Zhao, Ho Kei Cheng, Alexander G. Schwing · 0 citations

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