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PhysDojo: Dense Physics Annotations for DreamDojo
Per-frame per-object physics labels extracted from DreamDojo robot manipulation episodes using off-the-shelf foundation models (no VLM).
Pipeline
- RAFT optical flow → per-pixel velocities
- Depth Anything V2 → metric depth → 3D positions
- DINOv2 → material features
Format
Each episode has physics_dense.npz containing:
positions: (T, N_obj, 2) — normalized [0,1] centroidsvelocities: (T, N_obj, 2) — pixels/secaccelerations: (T, N_obj, 2) — pixels/sec²depths: (T, N_obj) — relative depthcontacts: (T, N_obj, N_obj) — binary contact matrixmasks: (T, N_obj) — object presence maskoptical_flow: (T-1, 2, H, W) — dense flow fieldsmaterial_features: (T, feature_dim) — DINOv2 CLS features
Stats
- Episodes annotated: 11643
- Source: miemiebabu/efference-wm-16k
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