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Brain Region Segmentation using Convolutional Neural Network
Selvathi, D.; Vanmathi, T.
通讯作者Selvathi, D.
会议名称4th International Conference on Electrical Energy Systems (ICEES)
会议日期FEB 07-09, 2018
会议地点Chennai, INDIA
英文摘要

Brain region segmentation or skull stripping is an essential step in neuroimaging application such as surgical, surface reconstruction, image registration etc. The accuracy of all existing methods depends on the registration and image geometry. When this fails, the probability of success is very less. In order to avoid this, Convolutional Neural Network (CNN) is used. For brain extraction which is free from geometry and registration. CNN learned the connectedness and shape of the brain. OASIS database is used which is publicly available benchmark dataset. In this method, training phase uses 30 images and 10 images are used for testing phase. The performance of CNN results is closer to the ground truth results given by experts.


英文关键词Brain region segmentation skull stripping MRI convolutional neural network
来源出版物2018 4TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENERGY SYSTEMS (ICEES)
出版年2018
页码661-666
EISBN978-1-5386-3695-4
出版者IEEE
类型Proceedings Paper
语种英语
国家India
收录类别CPCI-S
WOS记录号WOS:000455392700118
WOS类目Energy & Fuels ; Engineering, Electrical & Electronic
WOS研究方向Energy & Fuels ; Engineering
资源类型会议论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/307366
作者单位Mepco Schlenk Engn Coll, Sivakasi, India
推荐引用方式
GB/T 7714
Selvathi, D.,Vanmathi, T.. Brain Region Segmentation using Convolutional Neural Network[C]:IEEE,2018:661-666.
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