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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 4 unconfirmed NYU Depth V2, KITTI (depth selection / raw data), ETH3D, DIODE, ScanNet packaged here (without scannet; see LICENSE_NOTICE.md)
MonoDepth aerialmetric 3 unconfirmed AerialMetric-Decoupled, AerialMetric-Oblique (test split), AerialMetric-Wild packaged here
MonoDepth hammer 1 safe HAMMER (Highly Accurate Multi-Modal Dataset for DEnse 3D Scene Regression) packaged here
MonoDepth ibims1 1 safe iBims-1 (independent Benchmark images and matched scans, version 1) packaged here
MonoDepth spring 1 safe Spring packaged here
MonoDepth synth4k 5 unconfirmed Synth4K (InfiniDepth game-captured 4K benchmark) packaged here
VideoDepth sintel 23 unconfirmed MPI-Sintel (depth extension) packaged here
VideoDepth bonn 26 safe Bonn RGB-D Dynamic Dataset packaged here
VideoDepth dycheck 12 safe DyCheck (iPhone dataset, MegaSaM-distributed evaluation archive) packaged here
VideoDepth kitti 13 safe KITTI (depth selection / raw data) packaged here
SfM eth3d 13 safe ETH3D packaged here
SfM tanks_and_temples 6 safe Tanks and Temples packaged here
SfM imc 8 unconfirmed Image Matching Challenge (IMW2020) Phototourism TestData packaged here
MVRecon 7scenes 7 safe Microsoft 7-Scenes packaged here
MVRecon eth3d 13 safe ETH3D see SfM/eth3d/
MVRecon tanks_and_temples 6 safe Tanks and Temples see SfM/tanks_and_temples/
MVRecon dtu 15 unconfirmed DTU MVS / Robot Image Data Sets packaged here
MVRecon scannetpp 20 safe ScanNet++ packaged here
MVRecon hiroom 30 safe HiRoom (via DA3-BENCH) packaged here
SLAM 7scenes 18 safe Microsoft 7-Scenes packaged here
SfM dtu 15 unconfirmed DTU MVS / Robot Image Data Sets see MVRecon/dtu/
SfM scannetpp 20 safe ScanNet++ see MVRecon/scannetpp/
SfM hiroom 30 safe HiRoom (via DA3-BENCH) see MVRecon/hiroom/
SfM texturepoorsfm 30 unconfirmed TexturePoorSfM packaged here
MVRecon nrgbd 9 safe Neural RGB-D Surface Reconstruction dataset packaged here
SLAM tum_dynamics 9 safe TUM RGB-D SLAM Dataset (Dynamic Objects category) packaged here
SLAM oxford_spires 10 safe The Oxford Spires Dataset packaged here
SLAM vbr 7 unconfirmed VBR: A Vision Benchmark in Rome packaged here
SLAM kitti_odometry 11 safe KITTI Odometry packaged here
MonoDepth spatialarena 0 safe SpatialArena (the benchmark's own handheld 3-camera LiDAR rig captures) packaged here
VideoDepth spatialarena 0 safe SpatialArena (the benchmark's own handheld 3-camera LiDAR rig captures) packaged here
MVRecon spatialarena 0 safe SpatialArena (the benchmark's own handheld 3-camera LiDAR rig captures) packaged here
SfM spatialarena 0 safe SpatialArena (the benchmark's own handheld 3-camera LiDAR rig captures) packaged here
SLAM spatialarena 0 safe SpatialArena (the benchmark's own handheld 3-camera LiDAR rig captures) packaged here
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