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Automated Segmentation and Clinical Information on Dementia Diagnosis
Concil, A.; Plastino, A.; Souza, A. S.; Kubrusy, C. S.; Saade, D. M.; Seixa, F. L.
通讯作者Concil, A.
会议名称1st International Workshop on Medical Image Analysis and Description for Diagnosis Systems
会议日期JAN 16-17, 2009
会议地点Oporto, PORTUGAL
英文摘要

This work intends to predict the clinical dementia rating (CDR) based on human brain volumetric segmentation measures from magnetic resonance (MR) images. These brain measures were extracted using an automated image segmentation method based on morphometry study and considering brain anatomical atlas. The prediction was achieved by Bayesian classifier. The classifier training was performed on 371 individuals from Open Access Series of Imaging Studies (OASIS) dataset. MR images and clinical information (including the Clinical Dementia Rating score) of each case are available oil OASIS dataset. Experimentation results were assessed using true-positive rate. The final purpose of this work is to design a computer-aided diagnostic system that could be able to detect precociously neurodegenerative disorders, allowing early therapeutic interventions.


来源出版物MEDICAL IMAGE ANALYSIS AND DESCRIPTION FOR DIAGNOSIS SYSTEMS
出版年2009
页码33-42
ISBN978-989-8111-77-7
出版者INSTICC-INST SYST TECHNOLOGIES INFORMATION CONTROL & COMMUNICATION
类型Proceedings Paper
语种英语
国家Brazil
收录类别CPCI-S
WOS记录号WOS:000266354300004
WOS关键词VOXEL-BASED MORPHOMETRY ; ALZHEIMERS-DISEASE ; VOLUMETRIC MRI ; HIPPOCAMPAL ; ATROPHY ; VALIDITY ; IMAGES ; SCALE ; YOUNG
WOS类目Engineering, Biomedical ; Mathematical & Computational Biology ; Imaging Science & Photographic Technology
WOS研究方向Engineering ; Mathematical & Computational Biology ; Imaging Science & Photographic Technology
资源类型会议论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/297828
作者单位Univ Fed Fluminense, Comp Inst, BR-24210240 Niteroi, RJ, Brazil
推荐引用方式
GB/T 7714
Concil, A.,Plastino, A.,Souza, A. S.,et al. Automated Segmentation and Clinical Information on Dementia Diagnosis[C]:INSTICC-INST SYST TECHNOLOGIES INFORMATION CONTROL & COMMUNICATION,2009:33-42.
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