Moon impact crater detection using nested attention mechanism based UNet++

Y Jia, L Liu, C Zhang - IEEE Access, 2021 - ieeexplore.ieee.org
Impact craters are the most prominent topographic feature on the lunar surface, which will
play a significant role in constructing lunar bases and lunar surface activities in the future …

[HTML][HTML] Split-attention networks with self-calibrated convolution for moon impact crater detection from multi-source data

Y Jia, G Wan, L Liu, J Wang, Y Wu, N Xue, Y Wang… - Remote Sensing, 2021 - mdpi.com
Impact craters are the most prominent features on the surface of the Moon, Mars, and
Mercury. They play an essential role in constructing lunar bases, the dating of Mars and …

[HTML][HTML] Coupling complementary strategy to u-net based convolution neural network for detecting lunar impact craters

Y Mao, R Yuan, W Li, Y Liu - Remote Sensing, 2022 - mdpi.com
Lunar crater detection plays an important role in lunar exploration, while machine learning
(ML) exhibits promising advantages in the field. However, previous ML works almost all …

[HTML][HTML] Lunar crater detection on digital elevation model: a complete workflow using deep learning and its application

X Lin, Z Zhu, X Yu, X Ji, T Luo, X Xi, M Zhu, Y Liang - Remote Sensing, 2022 - mdpi.com
Impact cratering process is the major geologic activity on the surface of the Moon, and the
spatial distribution and size-frequency distribution of lunar craters are indicative to the …

[HTML][HTML] An effective lunar crater recognition algorithm based on convolutional neural network

S Wang, Z Fan, Z Li, H Zhang, C Wei - Remote Sensing, 2020 - mdpi.com
The lunar crater recognition plays a key role in lunar exploration. Traditional crater
recognition methods are mainly based on the human observation that is usually combined …

Automatic detection for small-scale lunar impact crater using deep learning

S Zhang, P Zhang, J Yang, Z Kang, Z Cao… - Advances in Space …, 2024 - Elsevier
The impact crater is the most dominant geomorphic structural units over the planetary
surface and its accurate extraction is of great significance to investigate the evolution of the …

Research progress of lunar impact crater detection

Y Jia, L Liu, G Wan, C Zhang - 2020 International Conference …, 2020 - ieeexplore.ieee.org
Impact craters are the most prominent topographic feature on the lunar surface, which will
play a very important role in the construction of lunar bases and lunar surface activities in the …

[HTML][HTML] ELCD: Efficient Lunar Crater Detection Based on Attention Mechanisms and Multiscale Feature Fusion Networks from Digital Elevation Models

L Fan, J Yuan, K Zha, X Wang - Remote Sensing, 2022 - mdpi.com
The detection and counting of lunar impact craters are crucial for the selection of detector
landing sites and the estimation of the age of the Moon. However, traditional crater detection …

[HTML][HTML] Semi-supervised deep learning for lunar crater detection using ce-2 dom

S Zang, L Mu, L Xian, W Zhang - Remote Sensing, 2021 - mdpi.com
Lunar craters are very important for estimating the geological age of the Moon, studying the
evolution of the Moon, and for landing site selection. Due to a lack of labeled samples …

[HTML][HTML] Automated Lunar Crater Identification with Chandrayaan-2 TMC-2 Images using Deep Convolutional Neural Networks

M Sinha, S Paul, M Ghosh, SN Mohanty… - Scientific Reports, 2024 - nature.com
Terrestrial planets and their moons have impact craters, contributing significantly to the
complex geomorphology of planetary bodies in our Solar System. Traditional crater …