SYSTEMS AND METHODS OF USING PHOTOGRAMMETRY AND DEEP LEARNING FOR RECOMMENDING A TYPE OF A COMPONENT OF AN ENDOPROSTHETIC IMPLANT

Systems and methods for ascertaining a position of an orthopedic element in space comprising: capturing a first and second images of an orthopedic element in different reference frames using a radiographic imaging technique, detecting spatial data defining anatomical landmarks on or in the orthopedi...

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Bibliographische Detailangaben
Hauptverfasser: HARRIS, JR., Brian R, BOWMAN, Fred W
Format: Patent
Sprache:eng ; fre ; ger
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Zusammenfassung:Systems and methods for ascertaining a position of an orthopedic element in space comprising: capturing a first and second images of an orthopedic element in different reference frames using a radiographic imaging technique, detecting spatial data defining anatomical landmarks on or in the orthopedic element using a deep learning network, applying a mask to the orthopedic element defined by an anatomical landmark, projecting the spatial data from the first image and the second image to define volume data, applying the deep learning network to the volume data to generate a reconstructed three-dimensional model of the orthopedic element; and mapping the three-dimensional model of the orthopedic element to the spatial data to determine the position of the three-dimensional model of the orthopedic element in three-dimensional space.