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stereo_vision_GESTALT.md

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Stereo Vision and Rover Navigation Software for Planetary Exploration

Authors: Mark W. Maimone, Larry Matthies, Steven B. Goldberg

Notes:

Stereo operations:

  • Downsampling from 1024x1024 to 256x256
  • Integer operation for epipolar search
  • Compute the laplacian for pixel intensity bias with difference of gaussian - in fact the corelation is performed on the laplacian image
  • Corelator that assign a score to each pixel in a 7x7 window then range is estimated with the disparity of the maximum scored pixel
  • peak filtering & co to check the validity of the range
  • (X,Y,Z) mapping for each valid pixel with camera model
  • comparison of code performance on individuals operation => vectorization of oparations with assembly

GESTALT navigation system:

  • Input: state of the world allready seen, discrete set of (X,Y,Z) points and waypoint goal
  • Cells size of a rover wheel
  • For each cells compute mean, cov and number of points and fit a plane
  • Then compute hazard measures: step (elevation between pairs of pts), roughness (residual of the planar fit), pitch (slope), border
  • Arc hazard vote + waypoint arc vote

Commentaires:

Bonne compréhension des systèmes, mais un peu limite sur le hardware et la vectorization en assembleur (???)