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+ # PhysDojo: Dense Physics Annotations for DreamDojo
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+
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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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+
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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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+
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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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+
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+ ## Stats
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+ - Episodes annotated: 11643
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+ - Source: miemiebabu/efference-wm-16k