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The conceptual basis of all of our shape modelling applications are formed by two key concepts.

  1. Gaussian process for modelling shape variations
  2. Markov Chain Monte Carlo Sampling for fitting models.

The combination of these two approaches leads to a fully probabilistic method for shape modelling, which we termed Probabilistic morphable models.