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hf://datasets/allenai/Molmo2-ER-RefSpatial@7766d12fda5859fa5dc33269f5b1dc32e0adab51/2D/depth/depth.tar.gz.part_a
RefSpatial/2D/depth/47ee355bd3c1e7ec
hf://datasets/allenai/Molmo2-ER-RefSpatial@7766d12fda5859fa5dc33269f5b1dc32e0adab51/2D/depth/depth.tar.gz.part_a
RefSpatial/2D/depth/bcfc99e73fbde0ea
hf://datasets/allenai/Molmo2-ER-RefSpatial@7766d12fda5859fa5dc33269f5b1dc32e0adab51/2D/depth/depth.tar.gz.part_a
RefSpatial/2D/depth/4ddc8da4c3318201
hf://datasets/allenai/Molmo2-ER-RefSpatial@7766d12fda5859fa5dc33269f5b1dc32e0adab51/2D/depth/depth.tar.gz.part_a
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Molmo2-ER · JingkunAn/RefSpatial

2.5M spatial-referring corpus (web + indoor + simulated) covering 31 spatial relations.

This is a re-hosted, loader-ready subset of the upstream dataset, used to train allenai/Molmo2-ER-4B. Files mirror the upstream layout; nothing in the data has been modified.

Upstream source

  • Original dataset: JingkunAn/RefSpatial
  • Paper: RoboRefer: Towards Spatial Referring with Reasoning in Vision-Language Models for Robotics (arXiv:2506.04308)
  • License: apache-2.0 (inherits from upstream)

If you use this data, please cite the original authors:

@misc{zhou2026roboreferspatialreferringreasoning,
  title={RoboRefer: Towards Spatial Referring with Reasoning in Vision-Language Models for Robotics},
  author={Enshen Zhou and Jingkun An and Cheng Chi and others},
  year={2026},
  eprint={2506.04308},
  archivePrefix={arXiv}
}

Extracting before training

This release ships archives. Extract them in-place before pointing SPATIAL_DATA_HOME at this directory:

# Reassemble multipart archives, then extract
cat 2D/depth/depth.tar.gz.part_* > 2D/depth/depth.tar.gz
cat 2D/image/image.tar.gz.part_* > 2D/image/image.tar.gz
cat 3D/image_visual_choice/image_visual_choice.tar.gz.part_* > 3D/image_visual_choice/image_visual_choice.tar.gz
find . -name '*.tar.gz' -execdir tar -xzf {} \;

Usage in Molmo2-ER

See the allenai/molmo2 repository for the data loader and training recipe. The relevant loader class for this dataset lives in olmo/data/spatial_datasets.py.

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