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Key Idea

Our method exploits the fact that, given a set of non-rigidly registered images, a generative statistical model of appearance can be constructed. The quality of this model depends on the quality of the registration, so we define measures of model specificity and generalisation - based on comparing synthetic images sampled from the model, with those in the original image set - that can be used to assess model/registration quality.