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Clustering for pose estimation

Open hidmic opened this issue 2 years ago • 2 comments

Feature description

Connected to https://github.com/Ekumen-OS/beluga/discussions/172. Good ol' AMCL computes sampled mean and covariance from particle clusters, whereas Beluga AMCL computes sampled mean and covariance for the entire posterior particle cloud. Regardless of any arguments in favor or against either approach, Beluga AMCL should offer the choice. We need another estimation mixin.

hidmic avatar Sep 06 '23 21:09 hidmic

Do we know any paper/source for the implementation of this by AMCL?

glpuga avatar Sep 07 '23 13:09 glpuga

Not that I know of. That said, the idea of clustering has been floating around for a long while e.g. https://arxiv.org/pdf/cs/0204044.pdf.

hidmic avatar Sep 07 '23 19:09 hidmic

Addressed as of #275.

hidmic avatar Jul 22 '24 22:07 hidmic