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Deep Learning Enables Prostate MRI Segmentation: A Large Cohort Evaluation With Inter-Rater Variability Analysis

Whole-prostate gland (WPG) segmentation plays a significant role in prostate volume measurement, treatment, and biopsy planning. This study evaluated a previously developed automatic WPG segmentation, deep attentive neural network (DANN), on a large, continuous patient cohort to test its feasibility...

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Principais autores: Yongkai Liu, Qi Miao, Chuthaporn Surawech, Haoxin Zheng, Dan Nguyen, Guang Yang, Steven S. Raman, Kyunghyun Sung
Formato: Artigo
Idioma:Inglês
Publicado em: Frontiers Media S.A. 2021-12-01
coleção:Frontiers in Oncology
Assuntos:
prostate segmentation
deep attentive neural network
large cohort evaluation
qualitative evaluation
quantitative evaluation
volume measurement
Acesso em linha:https://www.frontiersin.org/articles/10.3389/fonc.2021.801876/full
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