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Fully automated crater detection based on the tree-structured parzen estimator sampler technique | Synapse
March 3, 2026
Fully automated crater detection based on the tree-structured parzen estimator sampler technique
CC
Chinmayee Chaini
VJ
Vijay Kumar Jha
KR
Kumar Rajnish
Puntos clave
Automated detection achieves notable accuracy improvements in identifying craters compared to traditional methods.
The tree-structured Parzen estimator sampler technique enhances sampling efficiency, identifying craters with precision.
Utilizing machine learning approaches enables rapid processing of large planetary datasets, improving detection capabilities.
These findings may streamline future exploration efforts on planetary bodies, emphasizing the role of automated systems.
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Chaini et al. (Thu,) studied this question.
synapsesocial.com/papers/69a75e50c6e9836116a28c78
https://doi.org/https://doi.org/10.1016/j.pss.2026.106242