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SAM 3D Objects

Best for multi-object 3D from a single photo.

Meta's single-image-to-3D model from the Segment Anything family: point it at a photo or render and it reconstructs each object's shape, texture and placement in the scene, handling occlusion and clutter. A solo maker can turn a reference photo of a room or a pile of props into separate textured meshes for a level. It is heavy, with Meta's setup guide asking for a 32 GB NVIDIA card on Linux, and ships under Meta's custom SAM License rather than a standard open-source licence.

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SAM 3D Objects
Picture from the facebookresearch/sam-3d-objects README.
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