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Updated: Jun 20, 2026

Application of Deep Learning-Based Medical Image Segmentation via Orbital Computed Tomography
Published on: November 30, 2022
Pediatric orbital lesions: neoplastic extraocular soft-tissue lesions
Samantha K Gerrie1,2, Helen M Branson3,4, Christopher J Lyons5,6
1Department of Radiology, BC Children's Hospital, 4500 Oak Street, Vancouver, BC, V6H 3N1, Canada. samgerrie76@gmail.com.
Abstract:
Pediatric neoplastic extraocular soft-tissue lesions in the orbit are uncommon. Early multimodality imaging work-up and recognition of the key imaging features of these lesions allow narrowing of the differential diagnoses in order to direct timely management. In this paper, the authors present a multimodality approach to the imaging work-up of these lesions and highlight the use of ocular ultrasound as a first imaging modality where appropriate. We will discuss vascular neoplasms (congenital hemangioma, infantile hemangioma), optic nerve lesions (meningioma, optic nerve glioma), and other neoplastic lesions (plexiform neurofibroma, teratoma, chloroma, rhabdomyosarcoma, infantile fibrosarcoma, schwannoma).
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