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DOI | 10.1007/978-3-030-17795-9_30 |
Fast Brain Volumetric Segmentation from T1 MRI Scans | |
Anand, Ananya1; Anand, Namrata2 | |
通讯作者 | Anand, Ananya ; Anand, Namrata |
来源期刊 | ADVANCES IN COMPUTER VISION, CVC, VOL 1
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ISSN | 2194-5357 |
EISSN | 2194-5365 |
出版年 | 2020 |
卷号 | 943页码:402-415 |
英文摘要 | In this paper, we train a state-of-the-art deep neural network segmentation model to do fast brain volumetric segmentation from T1 MRI scans. We use image data from the ADNI and OASIS image collections and corresponding FreeSurfer automated segmentations to train our segmentation model. The model is able to do whole brain segmentation across 13 anatomical classes in seconds; in contrast, FreeSurfer takes several hours per volume. We show that this trained model can be used as a prior for other segmentation tasks, and that pre-training the model in this manner leads to better brain structure segmentation performance on a small dataset of expert-given manual segmentations. |
英文关键词 | Magnetic resonance imaging Supervised machine learning Neural networks (computer) Artificial intelligence Computer vision systems |
类型 | Proceedings Paper |
语种 | 英语 |
国家 | USA |
收录类别 | CPCI-S |
WOS记录号 | WOS:000490725100030 |
WOS关键词 | SYSTEM |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic |
WOS研究方向 | Computer Science ; Engineering |
EI主题词 | 2020-01-01 |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/312183 |
作者单位 | 1.Brown Univ, Warren Alpert Sch Med, Providence, RI 02912 USA; 2.Stanford Univ, Bioengn Dept, Stanford, CA 94305 USA |
推荐引用方式 GB/T 7714 | Anand, Ananya,Anand, Namrata. Fast Brain Volumetric Segmentation from T1 MRI Scans[J],2020,943:402-415. |
APA | Anand, Ananya,&Anand, Namrata.(2020).Fast Brain Volumetric Segmentation from T1 MRI Scans.ADVANCES IN COMPUTER VISION, CVC, VOL 1,943,402-415. |
MLA | Anand, Ananya,et al."Fast Brain Volumetric Segmentation from T1 MRI Scans".ADVANCES IN COMPUTER VISION, CVC, VOL 1 943(2020):402-415. |
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