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D foundation features (DINO+SD) with
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Semantic correspondence gets a 3D boost: leveraging instance-specific 3D structure recovers from the 2D limitations of foundation models, significantly improving matching accuracy.
Video models stumble when the camera angle changes, revealing they're often just memorizing visuals, not grasping physics.
