AI & ML
MARE: An Open-Source Lunar Rover Simulator with Shadow Ground Truth for Perception and Autonomy
arXiv cs.RO0 views
arXiv:2610.28465v1 Announce Type: new Abstract: Lunar surface exploration increasingly relies on autonomous rovers that must perceive and traverse unstructured terrain under extreme illumination conditions. Near the lunar poles, low sun elevations produce long, high-contrast shadows that challenge stereo vision, terrain segmentation, and localization. Developing perception and navigation algorithms for these conditions requires large amounts of sensor data with accurate ground truth, which field campaigns and analog facilities can only provide at high cost and with limited variety. This paper presents MARE (Modular Autonomy and Rendering Environment), an open-source simulation suite for lunar rover perception and autonomy built on Unreal Engine 5 and ROS 2. MARE consists of three integrated components. Terrain Studio generates cratered and rocky lunar Digital Elevation Maps (DEMs) to build simulation scenes. A dedicated Unreal Engine project hosts two physics-based rovers with plugins for stereo, lidar, event, and Single-Photon Avalanche Diode (SPAD) cameras, streaming time-stamped sensor data and pixel-accurate ground truth. Lastly, a Guidance, Navigation, and Control (GNC) stack provides web-based mission control. Validation shows a mean Intersection over Union (IoU) of 0.79 between predicted and rendered shadows at low sun elevations, and stereo depth analysis verifies decreased pixel coverage in shadowed regions relative to sunlit terrain.
Source:https://arxiv.org/abs/2610.28465PreviousGPT-6-Astra Understands Touch and Outperform Vision--Tactile--Language--Action ModelsNextFast Motion Retargeting Pipeline for Scalable Humanoid Robot Learning
Related posts
I Launched My Company Website, Made Task Monitor Free, and Opened Custom Project Requests
0dev.to AI
How I turn Hacker News, GitHub and npm into product ideas every 3 hours
0dev.to AI
Lenovo's 'Encrypted' Fingerprint USB Drive Is an SD Card. How to Check Yours
0dev.to Linux

Email: OpenAI plans to merge ChatGPT's Chat and Work tabs on desktop, rolling out to select users before a wider release; Codex remains a separate experience (Ivan Mehta/TechCrunch)
0Techmeme

Memo: Alphabet is issuing €6B in euro-denominated debt across seven tranches, attracting €17B+ of demand; the company sold €9B of bonds earlier in 2026 (Reuters)
0Techmeme

S-1: Anthropic reports Q3 revenue up 12x YoY to nearly $17B, a net loss of $23.3B, up from $12.1B in Q3 2025, and operating expenses up 292% to $17.5B (Bailey Lipschultz/Bloomberg)
0Techmeme