List the factors that comprise the image formation model. Describe each briefly.

Expert Solution

Image Formation Model consists of following

Shape model: consists of shapes: , . (e.g. ventricles, putamen, hippocampus, ...)
Transformation: can be any spatial transformation within a specified set. The set can include non-linear warps with arbitrarily large number of Degrees Of Freedom. This transformation applies to all of the shapes, .
Image generation model:
where are intensity scaling parameters and generates the th basis image of a shape ..
Image measurement model:
where is a spatially uncorrelated Gaussian noise process with , .

Note that all images (, , , etc) are treated as vectors of length , where is the number of voxels in the image.

genius_generous answered 7 months ago

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