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---
license: cc-by-4.0
pretty_name: PVL-BA-Bench
tags:
- bundle-adjustment
- photogrammetry
- computer-vision
- 3d
- tabular
configs:
- config_name: datasets
default: true
data_files:
- split: train
path: manifest/datasets.csv
- config_name: artifacts
data_files:
- split: train
path: manifest/artifacts.csv
- config_name: viewers
data_files:
- split: train
path: manifest/viewers.csv
size_categories:
- 100B<n<1T
---
# PVL-BA-Bench
PVL-BA-Bench is a large-scale bundle adjustment benchmark dataset from Polar-vision Lab. It provides public release metadata, interactive browser viewers, and downloadable PVL-BA, COLMAP, and BAL packages for photogrammetric optimization research.
## Release Links
- Static release index and interactive viewers: <https://pub-2c28bdf6e62548919c47727a9b969dda.r2.dev/index.html>
- Downloadable packages in this dataset repository: `packages/{pvl-ba,colmap,bal}/.../*.zip`
- Source tools and manifests: <https://github.com/Polar-vision/PVL-BA-Bench>
## Dataset Viewer
The Hugging Face Dataset Viewer exposes three tabular metadata configurations:
- `datasets`: one row per released BA problem.
- `artifacts`: one row per downloadable package, including relative package path, size, file count, and SHA-256 checksum.
- `viewers`: one row per interactive viewer HTML file.
The large ZIP packages are intentionally not used as Viewer data files. They are downloadable artifacts referenced by the metadata tables.
## Release Summary
The release contains 978 BA problems and 2,934 downloadable ZIP packages:
- 978 PVL-BA packages
- 978 COLMAP packages
- 978 BAL packages
Collections:
- 16 ABS Cloud Earth blocks
- 820 REL Cloud Earth blocks
- 20 controlled aerotriangulation blocks
- 122 COLMAP text-model BA blocks
## Formats
Each released problem may be downloaded in three formats:
- `pvl-ba`: Polar-vision Lab four-file bundle adjustment format.
- `colmap`: COLMAP text-model format.
- `bal`: classic BAL single-file format with optional sidecars.
Interactive HTML viewers are hosted on R2 under `viewers/<dataset>.html`.