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README.md
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# PhysDojo: Dense Physics Annotations for DreamDojo
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Per-frame per-object physics labels extracted from DreamDojo robot manipulation episodes
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using off-the-shelf foundation models (no VLM).
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## Pipeline
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- **RAFT** optical flow → per-pixel velocities
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- **Depth Anything V2** → metric depth → 3D positions
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- **DINOv2** → material features
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## Format
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Each episode has `physics_dense.npz` containing:
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- `positions`: (T, N_obj, 2) — normalized [0,1] centroids
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- `velocities`: (T, N_obj, 2) — pixels/sec
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- `accelerations`: (T, N_obj, 2) — pixels/sec²
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- `depths`: (T, N_obj) — relative depth
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- `contacts`: (T, N_obj, N_obj) — binary contact matrix
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- `masks`: (T, N_obj) — object presence mask
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- `optical_flow`: (T-1, 2, H, W) — dense flow fields
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- `material_features`: (T, feature_dim) — DINOv2 CLS features
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## Stats
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- Episodes annotated: 11643
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- Source: miemiebabu/efference-wm-16k
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