Detection of lesions in the optic nerve with magnetic resonance imaging using a 3D convolutional neural network

Gerard Martí-Juan, Marcos Frías,Aran Garcia-Vidal,Angela Vidal-Jordana,Manel Alberich,Willem Calderon,Gemma Piella,Oscar Camara,Xavier Montalban,Jaume Sastre-Garriga,Àlex Rovira,Deborah Pareto

NeuroImage: Clinical（2022）

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摘要

•We developed a 3D Convolutional neural network trained with optic nerve images to automatically detect lesions.•Results obtained are evaluated on two cohorts and comparable to results by trained radiologists using a single image.•Interpretation of the network using saliency maps show that the model correctly identifies the optic nerve.

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关键词

Optic nerve,Multiple sclerosis,Deep learning,CNN,MRI,Optic neuritis

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