DEEP LEARNING MULTI-PLANAR REFORMATTING OF MEDICAL IMAGES

Systems/techniques that facilitate deep learning multi-planar reformatting of medical images are provided. In various embodiments, a system can access a three-dimensional medical image. In various aspects, the system can localize, via execution of a machine learning model, a set of landmarks depicte...

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Bibliographische Detailangaben
Hauptverfasser: Das, Bipul, Bonnard, Maud, Anand, Deepa, Dutta, Sandeep, Mullick, Rakesh, Patil, Uday Damodar
Format: Patent
Sprache:eng
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Zusammenfassung:Systems/techniques that facilitate deep learning multi-planar reformatting of medical images are provided. In various embodiments, a system can access a three-dimensional medical image. In various aspects, the system can localize, via execution of a machine learning model, a set of landmarks depicted in the three-dimensional medical image, a set of principal anatomical planes depicted in the three-dimensional medical image, and a set of organs depicted in the three-dimensional medical image. In various instances, the system can determine an anatomical orientation exhibited by the three-dimensional medical image, based on the set of landmarks, the set of principal anatomical planes, or the set of organs. In various cases, the system can rotate the three-dimensional medical image, such that the anatomical orientation now matches a predetermined anatomical orientation.