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menpofit.aps

Active Pictorial Structures

APS is a model that utilises a Gaussian Markov Random Field (GMRF) for learning an appearance model with pairwise distributions based on a graph. It also has a parametric statitical shape model (either using PCA or GMRF), as well as a spring-like deformation prior term. The optimisation is performed using a weighted Gauss-Newton algorithm with fixed Jacobian and Hessian.

GenerativeAPS

Fitters

GaussNewtonAPSFitter

Gauss-Newton Optimisation Algorithms

Inverse Forward

Fitting Result

APSResult APSAlgorithmResult