RoadRunner--Learning Traversability Estimation for Autonomous Off-road Driving

J Frey, S Khattak, M Patel, D Atha, J Nubert… - arXiv preprint arXiv …, 2024 - arxiv.org
Autonomous navigation at high speeds in off-road environments necessitates robots to
comprehensively understand their surroundings using onboard sensing only. The extreme …

A multi-step dynamics modeling framework for autonomous driving in multiple environments

J Gibson, B Vlahov, D Fan, P Spieler… - … on Robotics and …, 2023 - ieeexplore.ieee.org
Modeling dynamics is often the first step to making a vehicle autonomous. While on-road
autonomous vehicles have been extensively studied, off-road vehicles pose many …

Relead: Resilient localization with enhanced lidar odometry in adverse environments

Z Chen, H Chen, Y Qi, S Zhong, D Feng… - … on Robotics and …, 2024 - ieeexplore.ieee.org
LiDAR-based localization is valuable for applications like mining surveys and underground
facility maintenance. However, existing methods can struggle when dealing with …

Pixel to Elevation: Learning to Predict Elevation Maps at Long Range using Images for Autonomous Offroad Navigation

C Chung, G Georgakis, P Spieler… - IEEE Robotics and …, 2024 - ieeexplore.ieee.org
Understanding terrain topology at long-range is crucial for the success of off-road robotic
missions, especially when navigating at high-speeds. LiDAR sensors, which are currently …

Robust High-Speed State Estimation for Off-road Navigation using Radar Velocity Factors

M Nissov, JA Edlund, P Spieler… - IEEE Robotics and …, 2024 - ieeexplore.ieee.org
Enabling robot autonomy in complex environments for mission critical application requires
robust state estimation. Particularly under conditions where the exteroceptive sensors, which …

Few-shot Semantic Learning for Robust Multi-Biome 3D Semantic Mapping in Off-Road Environments

D Atha, X Lei, S Khattak, A Sabel, E Miller… - arXiv preprint arXiv …, 2024 - arxiv.org
Off-road environments pose significant perception challenges for high-speed autonomous
navigation due to unstructured terrain, degraded sensing conditions, and domain-shifts …

Comparison of FGO and KF for PDR-GNSS Fusion on Smartphone for Diverse Pedestrian Movements

A Hussain, LE Díez - 2023 13th International Conference on …, 2023 - ieeexplore.ieee.org
Smartphone-based positioning has gained significant popularity due to its widespread
availability. However, its reliance on GNSS as the primary positioning component poses …

ROAMER: Robust Offroad Autonomy using Multimodal State Estimation with Radar Velocity Integration

M Nissov, S Khattak, JA Edlund… - 2024 IEEE …, 2024 - ieeexplore.ieee.org
Reliable offroad autonomy requires low-latency, high-accuracy state estimates of pose as
well as velocity, which remain viable throughout environments with sub-optimal operating …

[引用][C] Imitative Models for Passenger-Scale Autonomous Off-Road Driving

N Dashora, S Jung, D Shah, V Ibars, O Lerner, C Jung…