icp and point cloud registration

  • scan registration and alignment are needed because when we use a sensor to generate 3d point clouds we need to align them based on point correspondences to generate the environment

approach #1 - known point correspondences

approach #2 - unknown point correspondences

  • no direct or optimal solution exists
  • we can guess the point correspondences and run the same method in step1

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