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Hao-Peng Chen

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Preprint Sep 2026

Learning to Reason with Persistent Object States for Video Instance Segmentation

Video segmentation models maintain object identities by carrying instance information across frames. Under prolonged occlusion, reappearance, or interactions between similar instances, however, an unreliable update can overwrite a valid history and cause persistent identity drift. We introduce POSReasoner, a trainable,...

Yong-Xue Xu, Bo-Xue Yang, Zi-Qian Liu et al. · 0 citations

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