Recent developments in terrain identification, classification, parameter estimation for the navigation of autonomous robots

MGH Nampoothiri, B Vinayakumar, Y Sunny… - SN Applied …, 2021 - Springer
The work presents a review on ongoing researches in terrain-related challenges influencing
the navigation of Autonomous Robots, specifically Unmanned Ground ones. The paper aims …

Where should i walk? predicting terrain properties from images via self-supervised learning

L Wellhausen, A Dosovitskiy, R Ranftl… - IEEE Robotics and …, 2019 - ieeexplore.ieee.org
Legged robots have the potential to traverse diverse and rugged terrain. To find a safe and
efficient navigation path and to carefully select individual footholds, it is useful to be able to …

Locomotion policy guided traversability learning using volumetric representations of complex environments

J Frey, D Hoeller, S Khattak… - 2022 IEEE/RSJ …, 2022 - ieeexplore.ieee.org
Despite the progress in legged robotic locomotion, autonomous navigation in unknown
environments remains an open problem. Ideally, the navigation system utilizes the full …

Roadrunner-learning traversability estimation for autonomous off-road driving

J Frey, M Patel, D Atha, J Nubert, D Fan… - … on Field Robotics, 2024 - ieeexplore.ieee.org
Autonomous navigation at high speeds in off-road environments necessitates robots to
comprehensively understand their surroundings using onboard sensing only. The extreme …

Adaptive and intelligent navigation of autonomous planetary rovers—A survey

C Wong, E Yang, XT Yan, D Gu - 2017 NASA/ESA Conference …, 2017 - ieeexplore.ieee.org
The application of robotics and autonomous systems in space has increased dramatically.
The ongoing Mars rover mission involving the Curiosity rover, along with the success of its …

Self-supervised visual terrain classification from unsupervised acoustic feature learning

J Zürn, W Burgard, A Valada - IEEE Transactions on Robotics, 2020 - ieeexplore.ieee.org
Mobile robots operating in unknown urban environments encounter a wide range of
complex terrains to which they must adapt their planned trajectory for safe and efficient …

Self-supervised traversability prediction by learning to reconstruct safe terrain

R Schmid, D Atha, F Schöller, S Dey… - 2022 IEEE/RSJ …, 2022 - ieeexplore.ieee.org
Navigating off-road with a fast autonomous vehicle depends on a robust perception system
that differentiates traversable from non-traversable terrain. Typically, this depends on a …

Safe robot navigation via multi-modal anomaly detection

L Wellhausen, R Ranftl, M Hutter - IEEE Robotics and …, 2020 - ieeexplore.ieee.org
Navigation in natural outdoor environments requires a robust and reliable traversability
classification method to handle the plethora of situations a robot can encounter. Binary …

Rough terrain navigation for legged robots using reachability planning and template learning

L Wellhausen, M Hutter - 2021 IEEE/RSJ International …, 2021 - ieeexplore.ieee.org
Navigation planning for legged robots has distinct challenges compared to wheeled and
tracked systems due to the ability to lift legs off the ground and step over obstacles. While …

Hybrid terrain traversability analysis in off-road environments

THY Leung, D Ignatyev… - 2022 8th International …, 2022 - ieeexplore.ieee.org
There is a significant growth in autonomy level in off-road ground vehicles. However,
unknown off-road environments are often challenging due to their unstructured and rough …