3D NEUROLOGICAL IMAGE RETRIEVAL WITH LOCALIZED PATHOLOGY-CENTRIC CMRGLC PATTERNS

被引:26
作者
Cai, Weidong [1 ]
Liu, Sidong [1 ]
Wen, Lingfeng [1 ]
Eberl, Stefan [1 ]
Fulham, Michael J. [1 ]
Feng, Dagan [1 ]
机构
[1] Univ Sydney, Sch Informat Technol, Biomed & Multimedia Informat Technol BMIT Res Grp, Sydney, NSW 2006, Australia
来源
2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING | 2010年
关键词
3D neurological image; image retrieval; brain PET image; dementia; localized retrieval; SYSTEM;
D O I
10.1109/ICIP.2010.5651869
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Functional neuroimaging has an important role in non-invasive diagnosis of neurodegenerative disorders. There are now large volumes of imaging data generated by functional imaging technologies and so there is a need to efficiently manage and retrieve these data. In this paper, we propose a new scheme for efficient 3D content-based neurological image retrieval. 3D pathology-centric masks were adaptively designed and applied for extracting CMRGlc (cerebral metabolic rate of glucose consumption) texture features with volumetric co-occurrence matrices from neurological FDG PET images. Our results, using 93 clinical dementia studies, show that our approach offers a robust and efficient retrieval mechanism for relevant clinical cases and provides advantages in image data analysis and management.
引用
收藏
页码:3201 / 3204
页数:4
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