2024
DOI: 10.1109/lra.2024.3396095
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W-RIZZ: A Weakly-Supervised Framework for Relative Traversability Estimation in Mobile Robotics

Andre Schreiber,
Arun N. Sivakumar,
Peter Du
et al.

Abstract: Successful deployment of mobile robots in unstructured domains requires an understanding of the environment and terrain to avoid hazardous areas, getting stuck, and colliding with obstacles. Traversability estimation-which predicts where in the environment a robot can travel-is one prominent approach that tackles this problem. Existing geometric methods may ignore important semantic considerations, while semantic segmentation approaches involve a tedious labeling process. Recent self-supervised methods reduce … Show more

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