A Deep Learning approach for boulder detection –The key to understand planetary surfaces evolution and their crater statistics-based ages

Project Information

BOULDERING

Grant agreement ID: 101030364

DOI

10.3030/101030364

Project terminated on 31 October 2024

EC signature date 16 April 2021

Start date 1 October 2021

End date 13 January 2025

Funded under

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Total cost

€ 284 345,28

EU contribution

€ 284 345,28

Coordinated by

UNIVERSITETET I OSLO
Norway

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Publications

Other (5)

Drone data (raw data) of three boulder fields (all located in the Sierra Nevada, CA, USA: Courtright Reservoir, Obsidian dome and South Deadman dome) collected in the summer 2022 during the BOULDERING Marie Skłodowska-Curie Global fellowship (Version 1) [Data set]. Zenodo.

Author(s): Prieur, N., Lapotre, M., & Hasson, M.
Published in: 2025
Publisher: Zenodo
DOI: 10.5281/zenodo.14585533

Raw planetary images and boulder labels data (as shapefiles) collected during the BOULDERING Marie Skłodowska-Curie Global fellowship (Version 1) [Data set]. Zenodo.

Author(s): Prieur, N., Amaro, B., Gonzalez, E., & Lapotre, M.
Published in: 2024
Publisher: Zenodo
DOI: 10.5281/zenodo.14250970

Boulder populations around 82 fresh simple impact craters on the Moon and 15 fresh simple impact craters on Mars (Version 1) [Data set]. Zenodo.

Author(s): Prieur, N., & Lapotre, M.
Published in: 2024
Publisher: Zenodo
DOI: 10.5281/zenodo.14253940

Pre-processed (in Detectron2 and YOLO format) planetary images and boulder labels collected during the BOULDERING Marie Skłodowska-Curie Global fellowship (Version 1) [Data set]. Zenodo.

Author(s): Prieur, N., Amaro, B., Gonzalez, E., & Lapotre, M.
Published in: 2024
Publisher: Zenodo
DOI: 10.5281/zenodo.14250874

Automatic detection of boulders on planetary surfaces with the help of the YOLOv8 model architecture (Version 1). Zenodo.

Author(s): Prieur, N.
Published in: 2024
Publisher: Zenodo
DOI: 10.5281/zenodo.14579518

Peer reviewed articles (1)

Automatic characterization of boulders on planetary surfaces from high-resolution satellite images

Author(s): Nils C. Prieur, Brian Amaro, Emiliano Gonzalez, Hannah Kerner, Sergei Medvedev, Lior Rubanenko, Stephanie C. Werner, Zhiyong Xiao, Dmitry Zastrozhnov, Mathieu G. A. Lapôtre
Published in: Journal of Geophysical Research: Planets, Issue 128, 2023, Page(s) e2023JE008013, ISSN 2169-9100
Publisher: Wiley
DOI: 10.1029/2023je008013