Lunar crater identification via deep learning

@article{Silburt2019LunarCI,
  title={Lunar crater identification via deep learning},
  author={A. Silburt and M. Ali-Dib and Chenchong Zhu and A. Jackson and D. Valencia and Y. Kissin and D. Tamayo and K. Menou},
  journal={Icarus},
  year={2019},
  volume={317},
  pages={27-38}
}
Abstract Crater counting on the Moon and other bodies is crucial to constrain the dynamical history of the Solar System. This has traditionally been done by visual inspection of images, thus limiting the scope, efficiency, and/or accuracy of retrieval. In this paper we demonstrate the viability of using convolutional neural networks (CNNs) to determine the positions and sizes of craters from Lunar digital elevation maps (DEMs). We recover 92% of craters from the human-generated test set and… Expand
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References

SHOWING 1-10 OF 56 REFERENCES
Crater Detection via Convolutional Neural Networks
  • 30
  • PDF
Automatic Crater Detection Using Convex Grouping and Convolutional Neural Networks
  • 19
  • PDF
Learning to Detect Small Impact Craters
  • 74
  • Highly Influential
  • PDF
Detecting Impact Craters in Planetary Images Using Machine Learning
  • 30
  • Highly Influential
  • PDF
A machine learning approach to crater detection from topographic data
  • 32
  • PDF
Automated detection of geological landforms on Mars using Convolutional Neural Networks
  • 44
...
1
2
3
4
5
...