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Yu-Tao Liu

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Open access Sep 2026

Seeing as Humans Do: Learning from Motion to Segment Anything Without Supervision

Interestingly, despite using zero manual annotations, MoSA achieves segmentation performance comparable to the fully supervised SAM, revealing that harnessing large-scale unlabeled motion is a feasible and highly scalable alternative to annotation-driven segment-anything pipelines.

Wei-Jian Jian, Xiao-Yue Zhang, Bin Xiao et al. · 0 citations

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