Construction and evaluation of a gated high-resolution neural network for automatic brain metastasis detection and segmentation

Objectives To construct and evaluate a gated high-resolution convolutional neural network for detecting and segmenting brain metastasis (BM). Methods This retrospective study included craniocerebral MRI scans of 1392 patients with 14,542 BMs and 200 patients with no BM between January 2012 and April...

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Veröffentlicht in:	European radiology 2023-10, Vol.33 (10), p.6648-6658
Hauptverfasser:	Qu, Jiao, Zhang, Wenjing, Shu, Xin, Wang, Ying, Wang, Lituan, Xu, Mengyuan, Yao, Li, Hu, Na, Tang, Biqiu, Zhang, Lei, Lui, Su
Format:	Artikel
Sprache:	eng
Schlagworte:	Artificial neural networks Brain Brain cancer Datasets Diagnostic Radiology High resolution Hospitals Image contrast Image enhancement Image segmentation Imaging Internal Medicine Interventional Radiology Lesions Medicine Medicine & Public Health Metastases Metastasis Neural networks Neuroradiology Oncology Patients Radiology Recall Ultrasound
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