SAM 3D Objects is a foundation model that reconstructs full 3D geometry, texture, and spatial layout of objects and scenes from a single image. Given one RGB image and object masks (for example, from the Segment Anything family), it can generate a textured 3D mesh for each object, including pose and approximate scene layout. The model is specifically designed to be robust in real-world images with clutter, occlusions, small objects, and unusual viewpoints, where many earlier 3D-from-image systems struggle. It supports both single-object and multi-object generation, allowing you to reconstruct entire scenes rather than just isolated items. The repository provides code to run inference, a quickstart demo.py script, and environment setup instructions that connect to hosted checkpoints and configuration files. Outputs are aimed at downstream usability: the reconstructed assets are textured meshes suitable for further editing, rendering, or integration into 3D pipelines and engines.

Features

  • Single-image 3D reconstruction of objects and full scenes, including pose, geometry, texture, and layout
  • Works with masked regions to turn 2D object segments into textured 3D meshes
  • Designed for robustness in natural, uncurated images with clutter, occlusions, and small objects
  • Supports both single-object and multi-object generation modes from the same image
  • Python demo script and API for quick inference and integration into 3D workflows
  • Checkpoints and configs released for research use, forming the object half of the SAM 3D model family

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Additional Project Details

Programming Language

Python

Related Categories

Python AI Models

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13 hours ago