Age estimation using cortical surface pattern combining thickness with curvatures
文献类型：期刊论文
| 作者 | Wang, Jieqiong1 ; Li, Wenjing1; Miao, Wen1; Dai, Dai1; Hua, Jing2; He, Huiguang1
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| 刊名 | MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING
 |
| 出版日期 | 2014-04-01 |
| 卷号 | 52期号:4页码:331-341 |
| 关键词 | Age estimation Cortical surface pattern Thickness Curvatures |
| 英文摘要 | Brain development and healthy aging have been proved to follow a specific pattern, which, in turn, can be applied to help doctors diagnose mental diseases. In this paper, we design a cortical surface pattern (CSP) combining the cortical thickness with curvatures, which constructs an accurate human age estimation model with relevance vector regression. We test our model with two public databases. One is the IXI database (360 healthy subjects aging from 20 to 82 years old were selected), and the other is the INDI database (303 subjects aging from 7 to 22 years old were selected). The results show that our model can achieve as small as 4.57 years deviation in the IXI database and 1.38 years deviation in the INDI database. Furthermore, we employ this surface pattern to age groups classification and get a remarkably high accuracy (97.77 %) and a significantly high sensitivity/specificity (97.30/98.10 %). These results suggest that our designed CSP combining thickness with curvatures is stable and sensitive to brain development, and it is much more powerful than voxel-based morphometry used in previous methods for age estimation. |
| WOS标题词 | Science & Technology ; Technology ; Life Sciences & Biomedicine |
| 类目[WOS] | Computer Science, Interdisciplinary Applications ; Engineering, Biomedical ; Mathematical & Computational Biology ; Medical Informatics |
| 研究领域[WOS] | Computer Science ; Engineering ; Mathematical & Computational Biology ; Medical Informatics |
| 关键词[WOS] | HUMAN CEREBRAL-CORTEX ; GEOMETRICALLY ACCURATE ; OLDER-ADULTS ; BRAIN ; MACHINE ; CLASSIFICATION ; SCHIZOPHRENIA ; MATURITY ; IMAGES ; FMRI |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000333184200004 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/3758]  |
| 专题 | 自动化研究所_复杂系统管理与控制国家重点实验室_影像分析与机器视觉团队 |
| 作者单位 | 1.Chinese Acad Sci, State Key Lab Management & Control Complex Syst, Inst Automat, Key Lab Mol Imaging, Beijing 100190, Peoples R China 2.Wayne State Univ, Dept Comp Sci, Detroit, MI 48202 USA |
| 推荐引用方式 GB/T 7714 | Wang, Jieqiong,Li, Wenjing,Miao, Wen,et al. Age estimation using cortical surface pattern combining thickness with curvatures[J]. MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING,2014,52(4):331-341. |
| APA | Wang, Jieqiong,Li, Wenjing,Miao, Wen,Dai, Dai,Hua, Jing,&He, Huiguang.(2014).Age estimation using cortical surface pattern combining thickness with curvatures.MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING,52(4),331-341. |
| MLA | Wang, Jieqiong,et al."Age estimation using cortical surface pattern combining thickness with curvatures".MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING 52.4(2014):331-341. |
入库方式： OAI收割
来源：自动化研究所
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