Abstract: Highlights•Extensive review of statistical shape models for 3D data fitting.•Classification of existing models and methods based on type of data and type of model.•Theoretical analysis of two distinctive examplars of statistical shape models.•Extensive experimental comparison of two distinctive examplars of statistical shape models.•Make learned statistical models available for research purposes.
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