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Canonical occupancy annotations

Sparse occupancy stored in the PanoBench canonical format, converted from public semantic occupancy benchmarks. PanoBench's own annotations are not part of this upload.

Each frame is <dataset>/<scene>/<frame>.npz:

  • occupancy: [N, 4] uint16, Fortran order, columns (x, y, z, 1000 * semantic + instance)
  • valid_mask: packed dense bool mask
  • volume_size: [3] int32
  • voxel_size: scalar float32, meters
  • voxel_origin: [3] float32
Folder Source Frames Voxel size
occ3d Occ3D-nuScenes 34,149 0.4 m
surroundocc SurroundOcc 34,149 0.5 m
open_occupancy OpenOccupancy 34,149 0.2 m
sscbench_kitti360 SSCBench-KITTI-360 12,464 0.2 m
semantickitti SemanticKITTI, sequences 00–10 23,201 0.2 m

These files are converted from the original public releases and should be used under the licenses of those datasets.

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