kaifz2025cc-by-4.0

PGND: Particle-Grid Neural Dynamics Dataset

A dataset containing 2,180 trajectory windows across six deformable-object categories collected from RGB-D videos for learning deformable object models. Includes 160 evaluation windows with matching Gaussian splats.

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Episodes2180

Why This Matters for Physical AI

This dataset enables training of neural dynamics models for deformable object manipulation using RGB-D observations, advancing the capability of robots to interact with and model complex non-rigid objects in physical environments.

Technical Profile

Modalities
rgbdepthsegmentation
Environment
lab
Task Types
deformable-object-manipulation
Episodes
2180
Data Format
tar
Annotation Types
segmentationobject_maskscamera_calibration
License
cc-by-4.0
Part of the PGND family

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