Fysiverse-3D-SimReady: Agentic Physical Simulation for Pragmatic 3D World Reconstruction

Fysiverse-3D-SimReady framework overview

Agentic recognition requires visual perception to move beyond static scene understanding and produce structured scene representations that support the perception--reasoning--action loop. Existing single-image 3D generation methods, however, mainly produce visually plausible object assets rather than simulation-ready scene states. When independently generated meshes are composed in a shared space, they may fail to align with the input camera, violate gravity, interpenetrate nearby objects, or become unstable under physics simulation. We present Fysiverse-3D-SimReady, a grounded refinement framework for reconstructing simulation-ready multi-object scenes from a single RGB image with instance and ground prompts. The method places generated object meshes into a shared gravity-aligned scene, refines their camera-space poses through differentiable rendering, and corrects scene-level supports and contacts for stable physical execution. The scene is then used by an agentic simulation workflow, which converts a scene-specific task goal into an executable physics rollout rendered from the original camera view. Experiments show that Fysiverse-3D-SimReady improves input-view alignment, contact plausibility, and physical stability over existing single-image reconstruction and scene generation baselines, while enabling goal-conditioned physical interactions from a single image.

Playground

Choose a scene, move objects around, switch physics on or off, and load a robot or character.

Physics runs directly in the browser with Rapier. Since collisions are computed from simplified convex meshes, some object jitter is expected.

Fysiverse-3D-SimReady
Loading

3D Comparison with SimFoundry

SimFoundry takes videos as input. All cases shown here come from the SimFoundry homepage; Fysiverse-3D-SimReady uses a single frame from each video.

Input
SimFoundry comparison input
Fysiverse-3D-SimReady
SimFoundry

More Cases

Fysiverse-3D-SimReady
Input image

License

Fysiverse-3D-SimReady is released under the Apache License 2.0.

Third party code, pretrained models, assets, and API services used by this project are subject to their respective licenses and terms of use.