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We demonstrate the proposed to approach model evaluation in two stages. Firstly, a set of validation experiments are performed in which the behaviour of specificity and generalisation ability are observed for a deliberate and controlled degradation of a set of appearance models. The approach is then applied to the problem of choosing an optimal non-rigid registration algorithm for automatic construction of appearance models.