kapture-localization: localization pipelines based on kapture.
Project description
Overview
kapture-localization is a toolbox in which you will find implementations for various localization related algorithms. It strongly relies on the kapture package for data representation and manipulation.
The localization algorithms aims to do:
-
mapping,
-
localization and
-
benchmarking (image retrieval for visual localization).
It works on Ubuntu, Windows and MacOS.
structure
The directories are organised as follow:
├── kapture_localization/ # package (library)
├── pipeline/ # main programs scheduling all steps needed in localization pipelines
├── samples/ # some sample data
├── tests/ # unit tests
└── tools/ # sub programs involved in the pipeline
The kapture-localization toolbox provides both :
-
Python package (
kapture_localization/
), -
Python executable scripts (
pipeline/
&tools/
).
There is basically 3 pipelines, for:
-
mapping,
-
localization and
-
image retrieval benchmark (global sfm, local sfm, pose approximation).
Installation
You can either install using docker, pip or from the source code manually. Basically, you will need python (>=3.6) and Colmap (>=3.6) to be installed, and then you can
pip install kapture-localization
See doc/installation.adoc for more details.
Tutorial
See the doc/tutorial for a short introduction to:
-
mapping pipeline
-
localization pipeline
-
image retrieval benchmark (global sfm, local sfm, pose approximation)
Contributing
There are many ways to contribute to the kapture-localization project:
-
provide feedback and suggestions of improvements,
-
submit bug reports in the project bug tracker,
-
implement a feature or bug-fix for an outstanding issue,
-
provide scripts to create data in kapture format (e.g. local/global feature extraction),
-
propose a new feature and implement it.
If you wish to contribute, please refer to the CONTRIBUTING page.
License
Software license is detailed in the LICENSE file.
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