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Check out the documentation for more information.
Benchmark datasets
Preprocessed, canonically-laid-out copies of the datasets used by this repo's
BenchmarkEvaluator (see docs/benchmark/evaluator_quickstart.md), packaged for
direct download instead of re-running every scripts/download/ +
scripts/preprocess/ step yourself.
Layout: each dataset scene is stored as one uncompressed <Task>/<dataset>/<scene>.tar (the raw
tree is ~900k files). After downloading, extract everything in place with the bundled script:
huggingface-cli download Bluefish2333/benchmark --repo-type dataset --local-dir /path/to/benchmark_root
python /path/to/benchmark_root/extract_benchmark_archives.py /path/to/benchmark_root --delete
Every dataset folder below is redistributed under its own original source's
license -- see that folder's own LICENSE_NOTICE.md. This repository's own
license does not override those terms.
Included datasets
| Task | Dataset | Scenes | License status | Source(s) | Data |
|---|---|---|---|---|---|
| MonoDepth | marigold | 0 | unconfirmed |
NYU Depth V2, KITTI (depth selection / raw data), ETH3D, DIODE, ScanNet | packaged here (without scannet; see LICENSE_NOTICE.md) |
| MonoDepth | aerialmetric | 0 | unconfirmed |
AerialMetric-Decoupled, AerialMetric-Oblique (test split), AerialMetric-Wild | packaged here |
| MonoDepth | hammer | 0 | safe |
HAMMER (Highly Accurate Multi-Modal Dataset for DEnse 3D Scene Regression) | packaged here |
| MonoDepth | ibims1 | 0 | safe |
iBims-1 (independent Benchmark images and matched scans, version 1) | packaged here |
| MonoDepth | spring | 0 | safe |
Spring | packaged here |
| MonoDepth | synth4k | 0 | unconfirmed |
Synth4K (InfiniDepth game-captured 4K benchmark) | packaged here |
| VideoDepth | bonn | 0 | safe |
Bonn RGB-D Dynamic Dataset | packaged here |
| VideoDepth | dycheck | 0 | safe |
DyCheck (iPhone dataset, MegaSaM-distributed evaluation archive) | packaged here |
| VideoDepth | kitti | 0 | safe |
KITTI (depth selection / raw data) | packaged here |
| SfM | eth3d | 0 | safe |
ETH3D | packaged here |
| SfM | tanks_and_temples | 0 | safe |
Tanks and Temples | packaged here |
| MVRecon | 7scenes | 0 | safe |
Microsoft 7-Scenes | packaged here |
| MVRecon | eth3d | 0 | safe |
ETH3D | packaged here |
| MVRecon | tanks_and_temples | 0 | safe |
Tanks and Temples | packaged here |
| MVRecon | scannetpp | 0 | safe |
ScanNet++ | packaged here |
| MVRecon | hiroom | 0 | safe |
HiRoom (via DA3-BENCH) | packaged here |
| SLAM | 7scenes | 0 | safe |
Microsoft 7-Scenes | packaged here |
| SfM | scannetpp | 0 | safe |
ScanNet++ | packaged here |
| SfM | hiroom | 0 | safe |
HiRoom (via DA3-BENCH) | packaged here |
| MVRecon | nrgbd | 0 | safe |
Neural RGB-D Surface Reconstruction dataset | packaged here |
| SLAM | tum_dynamics | 0 | safe |
TUM RGB-D SLAM Dataset (Dynamic Objects category) | packaged here |
| SLAM | oxford_spires | 0 | safe |
The Oxford Spires Dataset | packaged here |
| SLAM | vbr | 0 | unconfirmed |
VBR: A Vision Benchmark in Rome | packaged here |
| SLAM | kitti_odometry | 0 | safe |
KITTI Odometry | packaged here |
| MonoDepth | spatialarena | 19 | safe |
SpatialArena (the benchmark's own handheld 3-camera LiDAR rig captures) | packaged here |
| VideoDepth | spatialarena | 15 | safe |
SpatialArena (the benchmark's own handheld 3-camera LiDAR rig captures) | packaged here |
| MVRecon | spatialarena | 6 | safe |
SpatialArena (the benchmark's own handheld 3-camera LiDAR rig captures) | packaged here |
| SfM | spatialarena | 7 | safe |
SpatialArena (the benchmark's own handheld 3-camera LiDAR rig captures) | packaged here |
| SLAM | spatialarena | 8 | safe |
SpatialArena (the benchmark's own handheld 3-camera LiDAR rig captures) | packaged here |
Excluded this run
| Task | Dataset | Reason |
|---|---|---|
| VideoDepth | sintel | not present on disk |
| SfM | imc | not present on disk |
| MVRecon | dtu | not present on disk |
| SfM | dtu | not present on disk |
| SfM | texturepoorsfm | not present on disk |
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