Add dataset card and package publication index
Browse files- EXTERNAL_DATA.md +19 -0
- README.md +24 -1
- packages.json +4 -1
EXTERNAL_DATA.md
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@@ -37,6 +37,10 @@ access. Do not include these links or their targets in a public upload.
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## nuScenes
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- `gts` is the original Occ3D validation GT, in the canonical 18-class space.
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- `world-nuscenes_infos_val.pkl` provides the official frame-wise poses and
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controls used by the II-World/GenieDrive adapters.
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## Waymo
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- Mount the original Occ3D voxel04 root as `native_gt`; it must contain
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`validation-data`. Native `voxel_label` is mapped using the provided class map.
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Derived `semantics` is already canonical and must not be mapped again.
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--source /datasets/raw/infos/nuscenes_infos_val_temporal_v3_scene.pkl
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python tools/prepare_external_data.py mount --dataset waymo \
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--kind native_gt --source /datasets/raw/occ3d-waymo/voxel04
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python tools/prepare_external_data.py carla-gt \
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--source-root /datasets/raw/uniocc/Carla-2Hz-val
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python tools/prepare_external_data.py check --dataset nuscenes --trust-pickle
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axis 1 once. It does not rewrite controls or original files. The dependency
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check verifies complete clean-reference coverage, not GPU metric reproduction.
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Weights are not part of this dataset. Downstream checkpoints are required to run
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forecasters; upstream 3D weights are needed only for re-exporting predictions.
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Prefer official references in the code release's `configs/resources.json`.
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## nuScenes
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Obtain GT through [Occ3D-nuScenes](https://github.com/Tsinghua-MARS-Lab/Occ3D#occ3d-nuscenes),
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world-info through [II-World](https://github.com/lzzzzzm/II-World), and the
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scene-organized info through [DOME](https://github.com/gusongen/DOME).
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- `gts` is the original Occ3D validation GT, in the canonical 18-class space.
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- `world-nuscenes_infos_val.pkl` provides the official frame-wise poses and
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controls used by the II-World/GenieDrive adapters.
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## Waymo
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Obtain validation `voxel04` through
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[Occ3D-Waymo](https://github.com/Tsinghua-MARS-Lab/Occ3D#occ3d-waymo), after
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accepting the original dataset access terms. The Motion dataset is not a
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substitute for matching Perception sensor segments when regenerating exports.
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- Mount the original Occ3D voxel04 root as `native_gt`; it must contain
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`validation-data`. Native `voxel_label` is mapped using the provided class map.
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Derived `semantics` is already canonical and must not be mapped again.
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--source /datasets/raw/infos/nuscenes_infos_val_temporal_v3_scene.pkl
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python tools/prepare_external_data.py mount --dataset waymo \
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--kind native_gt --source /datasets/raw/occ3d-waymo/voxel04
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python tools/prepare_external_data.py mount --dataset carla \
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--kind native_dataset --source /datasets/raw/uniocc/Carla-2Hz-val
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python tools/prepare_external_data.py carla-gt \
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--source-root /datasets/raw/uniocc/Carla-2Hz-val
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python tools/prepare_external_data.py check --dataset nuscenes --trust-pickle
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axis 1 once. It does not rewrite controls or original files. The dependency
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check verifies complete clean-reference coverage, not GPU metric reproduction.
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To obtain just this source subset:
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```bash
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hf download tasl-lab/uniocc --repo-type dataset \
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--revision e81775b36e376f591a1145ca054b72fd541a67eb \
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--include 'Carla-2Hz-val/*' --local-dir /datasets/raw/uniocc
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```
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Weights are not part of this dataset. Downstream checkpoints are required to run
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forecasters; upstream 3D weights are needed only for re-exporting predictions.
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Prefer official references in the code release's `configs/resources.json`.
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README.md
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---
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pretty_name: OccStress
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license: other
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license_name: occstress-source-dependent-terms
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license_link: https://huggingface.co/datasets/insailab/OccStress/blob/main/DISTRIBUTION.md
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**OccStress-CARLA**. It does not redistribute original camera images, LiDAR
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point clouds, official clean GT or model checkpoints.
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> **Availability, 2026-10-06:** Data preparation is complete. Package upload is
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> in progress. Consult [packages.json](packages.json) for the current status:
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> only packages marked `available` have passed remote size/content checks.
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split volume; extract selected archives into the same root. Asset shards target
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2 GiB before compression and are grouped by dataset, track and upstream source.
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-
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```bash
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python -m pip install huggingface_hub
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export OCCSTRESS_DATA_ROOT=/datasets/OccStress
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export OCCSTRESS_EXTERNAL_ROOT=/datasets/OccStress-external
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mkdir -p "$OCCSTRESS_DATA_ROOT"
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find /datasets/OccStress-download/metadata /datasets/OccStress-download/archives \
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-type f -name '*.tar.zst' -print0 | \
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while IFS= read -r -d '' archive; do
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---
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pretty_name: OccStress
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viewer: false
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license: other
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license_name: occstress-source-dependent-terms
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license_link: https://huggingface.co/datasets/insailab/OccStress/blob/main/DISTRIBUTION.md
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**OccStress-CARLA**. It does not redistribute original camera images, LiDAR
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point clouds, official clean GT or model checkpoints.
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This is an archive-based benchmark, not a row-based Hugging Face `datasets`
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table. Download the selected `.tar.zst` packages below; JSON manifests are
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release metadata, not individual evaluation samples.
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> **Availability, 2026-10-06:** Data preparation is complete. Package upload is
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> in progress. Consult [packages.json](packages.json) for the current status:
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> only packages marked `available` have passed remote size/content checks.
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split volume; extract selected archives into the same root. Asset shards target
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2 GiB before compression and are grouped by dataset, track and upstream source.
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From the OccStress code checkout, the recommended workflow selects an immutable
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dataset revision, downloads only the requested track, and verifies archive
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sizes and SHA256 checksums:
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```bash
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python -m pip install -e '.[download]'
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python tools/list_data_packages.py --fetch --dataset waymo --track manual > selection.json
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python tools/download_data.py --selection selection.json \
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--output-dir /datasets/OccStress-download
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```
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Replace `waymo` with `nuscenes` or `carla`, and `manual` with `upstream` or `all`
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as needed. Keep the selection and download receipt with the evaluation record.
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Only packages marked `available` can be downloaded with this tool. Re-running
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reuses verified archives; `--verify-only` checks a download without network access.
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Use a separate download/extraction directory for each dataset revision.
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Alternatively, to download all currently published files with the Hub CLI:
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```bash
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python -m pip install huggingface_hub
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export OCCSTRESS_DATA_ROOT=/datasets/OccStress
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export OCCSTRESS_EXTERNAL_ROOT=/datasets/OccStress-external
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mkdir -p "$OCCSTRESS_DATA_ROOT"
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set -euo pipefail
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find /datasets/OccStress-download/metadata /datasets/OccStress-download/archives \
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-type f -name '*.tar.zst' -print0 | \
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while IFS= read -r -d '' archive; do
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packages.json
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"unpacked_bytes": 2147472288
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},
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{
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"files": 3354,
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"path": "archives/upstream/OccStress-nuScenes/camera_only/stcocc/part-00040.tar.zst",
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"
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},
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{
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"files": 3354,
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"unpacked_bytes": 2147472288
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},
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{
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"bytes": 25109723,
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"files": 3354,
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"path": "archives/upstream/OccStress-nuScenes/camera_only/stcocc/part-00040.tar.zst",
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"sha256": "a6f3ef7fc7695cf80aced255ef00727b89f1633bf45d6bba7ea4eef076172b65",
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"status": "available",
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"unpacked_bytes": 2147472288
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},
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{
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"files": 3354,
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