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 …

Self-supervised learning to guide scientifically relevant categorization of martian terrain images

T Panambur, D Chakraborty, M Meyer… - Proceedings of the …, 2022 - openaccess.thecvf.com
Automatic terrain recognition in Mars rover images is an important problem not just for
navigation, but for scientists interested in studying rock types, and by extension, conditions …

Omnilrs: A photorealistic simulator for lunar robotics

A Richard, J Kamohara, K Uno, S Santra… - … on Robotics and …, 2024 - ieeexplore.ieee.org
Developing algorithms for extra-terrestrial robotic exploration has always been challenging.
Along with the complexity associated with these environments, one of the main issues …

Resyris-a real-synthetic rock instance segmentation dataset for training and benchmarking

W Boerdijk, MG Müller, M Durner… - 2023 IEEE Aerospace …, 2023 - ieeexplore.ieee.org
The exploration of our solar system for understanding its creation and investigating potential
chances of life on other celestial bodies is a fundamental drive of human mankind. After …

Comprehensive Evaluation of ImageNet-Trained CNNs for Texture-Based Rock Classification

DJ Mandal, H Deborah, TL Tobing… - IEEE …, 2024 - ieeexplore.ieee.org
Texture perception plays a vital role in various fields, from computer vision to geology,
influencing object recognition, image segmentation, and rock classification. Despite …

High fidelity Mars Rover simulation platform based on digital twin and machine learning integration: Innovation and application of ISMRS

G Wan, W Liu, J Liu, D Cong - 2024 - researchsquare.com
Abstract The Isaac Sim Martian Robotic Simulator (ISMRS) is a cutting-edge digital twin-
based platform for Mars rover development, leveraging Nvidia's robotics simulator. It rapidly …