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Deformable template models and Markov chain Monte Carlo methods are used for analysing a space-time process of intracoronary ultrasound images in order to detect the artery contour and various other characteristics as a function of time.

Bayesian contour detection in a time series of ultrasound images through dynamic deformable template models