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Roughness

This project is a part of the perception engine responsible for scoring the roughness of the in-front heading drivable surface. A stereo camera sensor is used to obtain a 3D depth map of the captured scene. Then, the RANSAC algorithm is employed on a 2D segmented drivable area, obtained from our semantic segmentation model, with the 3D depth information to obtain 3D drivable plane. Eventually, the plane is divided into small grids with a roughness score, where the roughness score of a grid is the mean of Ecludiean distances between grid points and the estimated plane by RANSAC.

Roughness Procedures

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Roughness Score for surface.

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  • Python 100.0%