What changed

Hugging Face announced the release of Mundo, a model that converts photos of a physical space into a 3D world users can explore and simulate. The model allows users to interact with objects, such as opening drawers or moving items, and generates video output of these interactions. Mundo is designed to reconstruct scenes from multi-view images or videos and represent them as a 3D proxy.

What this means in practice

Mundo works by first reconstructing the scene from input images, then representing the layout and objects as a 3D proxy. A code world maintains and updates this proxy state during simulation. The simulated state is rendered into proxy frames, which guide a video model in generating the scene's appearance and motion. Users can explore the environment from new viewpoints, modify objects, and simulate robot tasks within it. The model uses a combination of 3D detectors, vision-language models, and numerical optimization to refine the proxy world, ensuring alignment with the input images.

Limitations and availability

The supplied announcement does not specify the exact hardware requirements or licensing conditions for Mundo. The model is available for use through the project page, where users can try interactions. Mundo is designed to work with MuJoCo for simulations, though other engines or custom scripts could also be used. The model's performance and capabilities are based on the input images and the accuracy of the 3D reconstruction. The supplied announcement does not specify the total or active parameter counts for Mundo.

Source facts for Hugging Face Releases Mundo Model for Interactive 3D Environment Simulation: Take a few photos of a room, and Mundo turns them into a world you can explore and simulate. You can explore the room from any viewpoint, make a drawer slide open and an apple fly out, or have a robot walk in and set a bag on the bed. Mundo renders what happens as a video of that room.
Original AINewsTrend explainer based on the cited source. This graphic summarizes source statements; it is not an independent benchmark.

Sources and further reading

  1. huggingface: Mundo: From seeing a place to simulating what happens there