Automatic Plane Adjustment of Orthopedic Intraoperative Flat Panel Detector CT-Volumes

Martín Vicario C, Kordon FJ, Denzinger F, Weiten M, Thomas S, Kausch L, Franke J, Keil H, Maier A, Kunze H (2020)

Publication Language: English

Publication Type: Conference contribution, Conference Contribution

Publication year: 2020

Publisher: Springer

City/Town: Cham

Pages Range: 486-495

Conference Proceedings Title: Medical Image Computing and Computer Assisted Intervention – MICCAI 2020

Event location: Lima

ISBN: 978-3-030-59713-9

DOI: 10.1007/978-3-030-59713-9_47

Open Access Link: https://arxiv.org/abs/2007.03525

Abstract

Flat panel computed tomography is used intraoperatively to assess the result of surgery. Due to workflow issues, the acquisition typically cannot be carried out in such a way that the axis aligned multiplanar reconstructions (MPR) of the volume match the anatomically aligned MPRs. This needs to be performed manually, adding additional effort during viewing the datasets. A PoseNet convolutional neural network (CNN) is trained such that parameters of anatomically aligned MPR planes are regressed. Different mathematical approaches to describe plane rotation are compared, as well as a cost function is optimized to incorporate orientation constraints. The CNN is evaluated on two anatomical regions. For one of these regions, one plane is not orthogonal to the other two planes. The plane’s normal can be estimated with a median accuracy of 5°, the in-plane rotation with an accuracy of 6°, and the position with an accuracy of 6 mm. Compared to state-of-the-art algorithms the labeling effort for this method is much lower as no segmentation is required. The computation time during inference is less than 0.05 s.

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Involved external institutions

Siemens Healthineers Germany (DE) Siemens AG, Healthcare Sector Germany (DE) Deutsches Krebsforschungszentrum (DKFZ) Germany (DE) BG Unfallklinik Ludwigshafen (BGU) / BG Hospital Ludwigshafen Germany (DE)

How to cite

APA:

Martín Vicario, C., Kordon, F.J., Denzinger, F., Weiten, M., Thomas, S., Kausch, L.,... Kunze, H. (2020). Automatic Plane Adjustment of Orthopedic Intraoperative Flat Panel Detector CT-Volumes. In Martel AL, Abolmaesumi P, Stoyanov D, Mateus D, Zuluaga MA, Zhou SK, Racoceanu D, Joskowicz L (Eds.), Medical Image Computing and Computer Assisted Intervention – MICCAI 2020 (pp. 486-495). Lima, PE: Cham: Springer.

MLA:

Martín Vicario, Celia, et al. "Automatic Plane Adjustment of Orthopedic Intraoperative Flat Panel Detector CT-Volumes." Proceedings of the International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), Lima Ed. Martel AL, Abolmaesumi P, Stoyanov D, Mateus D, Zuluaga MA, Zhou SK, Racoceanu D, Joskowicz L, Cham: Springer, 2020. 486-495.

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