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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 |
EISBN | 978-1-5386-3695-4 |
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/2XILL650/307527 |
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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