Abstract: Highlights•The point set registration can adapt to a variety of complex situations.•Asymmetric Generalized Gaussian Mixture Model for Correspondence Evaluation.•The theory of local variation simplifies the update of complex parameters.•The global local structure makes the registration more robust.•Parameter optimization based on variational Bayesian framework.
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