G-VOM: A GPU Accelerated Voxel Off-Road Mapping System
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Abstract (arXiv)
We present a local 3D voxel mapping framework for off-road path planning and navigation. Our method provides both hard and soft positive obstacle detection, negative obstacle detection, slope estimation, and roughness estimation. By using a 3D array lookup table data structure and by leveraging the GPU it can provide online performance. We then demonstrate the system working on three vehicles, a Clearpath Robotics Warthog, Moose, and a Polaris Ranger, and compare against a set of pre-recorded waypoints. This was done at 4.5 m/s in autonomous operation and 12 m/s in manual operation with a map update rate of 10 Hz. Finally, an open-source ROS implementation is provided. https://github.com/unmannedlab/G-VOM
Key facts. Cited by 8 papers in the map (data through 14 Oct 2026). First posted on arXiv 27 Sep 2021.
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Citing papers per year: 2022: 2; 2023: 1; 2024: 4; 2025: 1.
8 papers.
- 2024RoadRunner -- Learning Traversability Estimation for Autonomous Off-road Drivingcited by 26
- 2022Self-Supervised Traversability Prediction by Learning to Reconstruct Safe Terraincited by 22
- 2023EVORA: Deep Evidential Traversability Learning for Risk-Aware Off-Road Autonomycited by 21
- 2022Risk-Aware Off-Road Navigation via a Learned Speed Distribution Mapcited by 20
- 2024Pixel to Elevation: Learning to Predict Elevation Maps at Long Range using Images for Autonomous Offroad Navigationcited by 10
- 2024Few-shot Semantic Learning for Robust Multi-Biome 3D Semantic Mapping in Off-Road Environmentscited by 3
- 20243DTTNet: Multimodal Fusion-Based 3D Traversable Terrain Modeling for Off-Road Environmentscited by 0
- 2025Next-Best-Trajectory Planning of Robot Manipulators for Effective Observation and Explorationcited by 0
- 2025Next-Best-Trajectory Planning of Robot Manipulators for Effective Observation and Exploration28 Mar 2025
- 20243DTTNet: Multimodal Fusion-Based 3D Traversable Terrain Modeling for Off-Road Environments11 Dec 2024
- 2024Few-shot Semantic Learning for Robust Multi-Biome 3D Semantic Mapping in Off-Road Environments10 Nov 2024
- 2024RoadRunner -- Learning Traversability Estimation for Autonomous Off-road Driving29 Feb 2024
- 2024Pixel to Elevation: Learning to Predict Elevation Maps at Long Range using Images for Autonomous Offroad Navigation30 Jan 2024
- 2023EVORA: Deep Evidential Traversability Learning for Risk-Aware Off-Road Autonomy10 Nov 2023
- 2022Self-Supervised Traversability Prediction by Learning to Reconstruct Safe Terrain2 Aug 2022
- 2022Risk-Aware Off-Road Navigation via a Learned Speed Distribution Map25 Mar 2022