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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] centroids
  • velocities: (T, N_obj, 2) — pixels/sec
  • accelerations: (T, N_obj, 2) — pixels/sec²
  • depths: (T, N_obj) — relative depth
  • contacts: (T, N_obj, N_obj) — binary contact matrix
  • masks: (T, N_obj) — object presence mask
  • optical_flow: (T-1, 2, H, W) — dense flow fields
  • material_features: (T, feature_dim) — DINOv2 CLS features

Stats

  • Episodes annotated: 11643
  • Source: miemiebabu/efference-wm-16k
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