Fast Anatomical Structure Localization Using Top-down Image Patch Regression

René Donner 1 Bjoern Menze 2 Horst Bischof 3 Georg Langs 1, 4
1 CIR lab - Computational Image Analysis and Radiology
2 ASCLEPIOS - Analysis and Simulation of Biomedical Images
CRISAM - Inria Sophia Antipolis - Méditerranée
3 TU Graz - Graz University of Technology [Graz]
4 CSAIL - Computer Science and Artificial Intelligence Laboratory [Cambridge]
Abstract : Fully automatic localization of anatomical structures in 2D and 3D radiological data sets is important in both computer aided di- agnosis, and the rapid automatic processing of large amounts of data. We present a simple, accurate and fast approach with low computa- tional complexity to nd anatomical landmarks, based on a multi-scale regression codebook of informative image patches and encoded landmark contexts. From a set of annotated training volumes the method captures the ap- pearance of landmarks over several scales together with relative posi- tions of neighboring landmarks and a spatial distribution model. During multi-scale search in a target volume, starting from the coarsest level, each landmark model predicts all landmark positions it has encoded, with the median of all predictions yielding the nal prediction for each scale. We present results on two challenging data sets (hand radiographs and hand CTs), where our method achieves comparable accuracy to the state of the art with substantially improved run-time.
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MICCAI Workshop on Medical Computer Vision (MCV), Oct 2012, Nice, France. 7766, pp.133-141, 2013, Lecture Notes in Computer Science. 〈10.1007/978-3-642-36620-8_14〉
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René Donner, Bjoern Menze, Horst Bischof, Georg Langs. Fast Anatomical Structure Localization Using Top-down Image Patch Regression. MICCAI Workshop on Medical Computer Vision (MCV), Oct 2012, Nice, France. 7766, pp.133-141, 2013, Lecture Notes in Computer Science. 〈10.1007/978-3-642-36620-8_14〉. 〈hal-00912929〉

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