Comparison of segmentation performance of cnns, vision transformers, and hybrid networks for paranasal sinuses with sinusitis on CT images

Abstract Accurate segmentation of the paranasal sinuses, including the frontal sinus (FS), ethmoid sinus (ES), sphenoid sinus (SS), and maxillary sinus (MS), plays an important role in supporting image-guided surgery (IGS) for sinusitis, facilitating safer intraoperative navigation by identifying an...

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Bibliographic Details

Published in:	Scientific Reports
Main Authors:	Dahyun Song, Su Yang, Ji Yong Han, Kwang Gi Kim, Seon Tae Kim, Won-Jin Yi
Format:	Article
Language:	English
Published:	Nature Portfolio 2025-09-01
Subjects:	Paranasal sinus Sinusitis 3D image segmentation Convolutional neural network (CNN) Vision transformer (ViT) Hybrid network
Online Access:	https://doi.org/10.1038/s41598-025-17266-w