Automated Extraction of Cerebral Infarction Region in Head MR Image Using Pseudo Cerebral Infarction Image by CycleGAN

Automated Extraction of Cerebral Infarction Region in Head MR Image Using Pseudo Cerebral Infarction Image by CycleGAN

Since recognizing the location and extent of infarction is essential for diagnosis and treatment, many methods using deep learning have been reported. Generally, deep learning requires a large amount of training data. To overcome this problem, we generated pseudo patient images using CycleGAN, which...

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Bibliographic Details
Main Authors: Mizuki Yoshida, Atsushi Teramoto, Kohei Kudo, Shoji Matsumoto, Kuniaki Saito, Hiroshi Fujita
Format: Article
Language:English
Published: MDPI AG 2022-01-01
Series:Applied Sciences
Subjects:
cerebral infarction
CycleGAN
deep learning
Online Access:https://www.mdpi.com/2076-3417/12/1/489

Internet

https://www.mdpi.com/2076-3417/12/1/489

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