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Deep Learning for Medical Image Analysis by Dinggang Shen, Hayit Greenspan, S. Kevin Zhou

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Chapter 3

Efficient Medical Image Parsing

Florin C. Ghesu,; Bogdan Georgescu; Joachim Hornegger    Siemens Medical Solutions USA, Inc., Princeton, NJ, United StatesFriedrich-Alexander University Erlangen–Nürnberg, Erlangen, Germany

Abstract

Fast and robust detection, segmentation and tracking of anatomical structures or pathologies support the entire clinical workflow enabling real-time guidance, quantification, and processing in the operating room. Most state-of-the-art solutions for parsing medical images are based on machine learning methods. While this enables the effective use of large annotated image databases, such techniques typically suffer from inherent limitations related to the efficiency in scanning high-dimensional ...

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