MoSiC clusters dense point tracks in videos and propagates the cluster assignments along the tracks, improving DINOv2's dense representations by 1 to 6 percent on segmentation and in-context benchmarks.
Object discovery from motion- guided tokens
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MoSiC: Optimal-Transport Motion Trajectory for Dense Self-Supervised Learning
MoSiC clusters dense point tracks in videos and propagates the cluster assignments along the tracks, improving DINOv2's dense representations by 1 to 6 percent on segmentation and in-context benchmarks.