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mars-crater-catalogue's Introduction

DOI

Mars Crater Catalogue

Overview

Repository holding a dataset for manually labelled small craters on Mars. Twelve images taken from CTX scenes over the MC11-East Quadrangle on Mars, each marked by six annotators. Agglomerative clustering is used to combine annotations.

Usage examples

All commands below generally assume you are in the root directory of the project.

Cluster raw annotations and save output

python ./src/cluster_surveys.py ./data/annotations/raw <path/to/output> --<options (see --help for details)>

Agglomerative clustering visualisation

python ./src/cluster_slider.py ./data/images/MC11E-A.png ./data/annotations/raw/MC11E-A

Compute number of annotations and mean IoU for image

[can take a while for images with many annotations]

python ./src/analysis.py ./data/annotations/raw/MC11E-B

Plot Crater Size-Frequency Distribution for all tiles

python ./src/CSFDs.py

Compute diameter stats for all tiles

python ./src/median_diameter.py

Credits and Contributions

If you found this resource useful in your own work, please read our paper and cite our work using the Zenodo DOI linked above.

mars-crater-catalogue's People

Contributors

alifrancis avatar dependabot[bot] avatar

Stargazers

Robin Cole avatar

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