Vision transformer and deep learning based weighted ensemble model for automated spine fracture type identification with GAN generated CT images

Abstract The most common causes of spine fractures, or vertebral column fractures (VCF), are traumas like falls, injuries from sports, or accidents. CT scans are affordable and effective at detecting VCF types in an accurate manner. VCF type identification in cervical, thoracic, and lumbar (C3-L5) r...

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Главные авторы:	Sindhura D.N., Radhika M. Pai, Shyamasunder N. Bhat, Manohara M. M. Pai
Формат:	Artigo
Язык:	Inglês
Опубликовано:	Nature Portfolio 2025-04-01
Серии:	Scientific Reports
Предметы:	Computed tomography (CT) images Deep learning (DL) Deep convolutional generative adversarial network (DCGAN) Ensemble deep learning model Generative adversarial networks (GANs) Progressive growing generative adversarial network (PGGAN)
Online-ссылка:	https://doi.org/10.1038/s41598-025-98518-7
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