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Updated: Jul 6, 2026

Application of Deep Learning-Based Medical Image Segmentation via Orbital Computed Tomography
Published on: November 30, 2022
Geometrical model-based segmentation of the organs of sight on CT images
György Bekes1, Eörs Máté, László G Nyúl
1Healthcare Division, GE Hungary ZRt., Szikra u. 2, H-6725 Szeged, Hungary. gyorgy.bekes@ge.com
Abstract:
Segmentation of organs of sight such as the eyeballs, lenses, and optic nerves is a time consuming task for clinicians. The small size of the organs and the similar density of the surrounding tissues make the segmentation difficult. We developed a new algorithm to segment these organs with minimal user interaction. The algorithm needs only three seed points to fit an initial geometrical model to start an effective segmentation. The clinical evaluation shows that the output of our method is useful in clinical practice.

