[HTML][HTML] Squeezing data from a rock: Machine learning for Martian science

TP Nagle-McNaughton, LA Scuderi, N Erickson - Geosciences, 2022 - mdpi.com
Data analysis methods have scarcely kept pace with the rapid increase in Earth
observations, spurring the development of novel algorithms, storage methods, and …

[HTML][HTML] FPattNet: A multi-scale feature fusion network with occlusion awareness for depth estimation of light field images

M ** of the Von Kármán crater: Landing site for the Chang'E-4 lander and Yutu-2 rover
Y Tao, JP Muller, SJ Conway, S ** of Mars
WC Liu, B Wu - ISPRS Journal of Photogrammetry and Remote …, 2023 - Elsevier
High-resolution topographic map** is essential for scientific investigations and
operational exploration of planets, such as Mars. Photoclinometry, which uses light scattered …

[HTML][HTML] An adversarial generative network designed for high-resolution monocular depth estimation from 2d hirise images of mars

R La Grassa, I Gallo, C Re, G Cremonese, N Landro… - Remote Sensing, 2022 - mdpi.com
In computer vision, stereoscopy allows the three-dimensional reconstruction of a scene
using two 2D images taken from two slightly different points of view, to extract spatial …

A High‐Resolution Digital Terrain Model Mosaic of the Mars 2020 Perseverance Rover Landing Site at Jezero Crater

Y Tao, SHG Walter, JP Muller, Y Luo… - Earth and Space …, 2023 - Wiley Online Library
We demonstrate the capabilities of a published MADNet monocular height estimation
network in producing a refined digital terrain model (DTM) mosaic at 50 cm/pixel resolution …

ELunarDTMNet: Efficient reconstruction of high-resolution lunar DTM from single-view orbiter images

H Chen, P Gläser, X Hu, K Willner… - … on Geoscience and …, 2024 - ieeexplore.ieee.org
High-resolution digital terrain models (DTMs) are critical for supporting planetary exploration
missions and advancing scientific research. Recently, deep learning (DL) techniques have …

Combination of MRO SHARAD and deep-learning-based DTM to search for subsurface features in Oxia Planum, Mars

S **ong, JP Muller, Y Tao, C Ding, B Zhang… - Astronomy & …, 2023 - aanda.org
Context. Oxia Planum is a mid-latitude region on Mars that attracts a great amount of interest
worldwide. An orbiting radar provides an effective way to probe the Martian subsurface and …