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Improve RANSAC Ground Plane Extraction #12
Labels
enhancement
New feature or request
good first issue
Good for newcomers
help wanted
Extra attention is needed
Once the model with the highest inlier count is extracted, it may be beneficial to perform linear least-squares amongst those inlier points to refine the plane. Then, re-select inliers from the entire dataset. This can actually be performed iteratively to continue ground plane refinement.
Code for selecting inliers given a model already exists in the ransacKernel and is quite fast. The major add would be solving a system Ax=b, which SHOULD be able to be solved very quickly with QR factorization using the cusolver library: https://docs.nvidia.com/cuda/cusolver/index.html. The matrix is dense so be sure to use the dense solver.
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