Neuro-fuzzy systems for computer-aided myocardial viability assessment

被引:15
作者
Behloul, F
Lelieveldt, BPF
Boudraa, A
Janier, MF
Revel, D
Reiber, JHC
机构
[1] Leiden Univ, Med Ctr, Dept Radiol, Div Image Proc,LKEB, NL-2300 RC Leiden, Netherlands
[2] French Naval Acad, LANVEOC POULMIC, F-29240 Brest, France
[3] Ctr Explorat & Rech Med Emiss Postions, CERMEP, F-69003 Lyon, France
[4] Res & Applicat Ctr Image & Signal Proc, CREATIS, F-69003 Lyon, France
关键词
computer-aided diagnosis; data fusion; myocardial viability; neuro-fuzzy systems;
D O I
10.1109/42.974925
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper describes a multimodality framework for computer-aided myocardial viability assessment based on neuro-fuzzy techniques. The proposed approach distinguishes two main levels: the modality-independent inference level and the modality-dependent application level. This two-level distinction releases the hard constraint of multimodaIity image registration. An abstract description template is used to describe the different myocardial functions (contractile function, perfusion, metabolism). Parameters extracted from different image modalities are combined to derive a diagnostic image. The neuro-fuzzy techniques make our system transparent, adaptive and easily extendable. Its effectiveness and robustness are demonstrated in a positronn emission tomography/magnetic resonance imaging data fusion application.
引用
收藏
页码:1302 / 1313
页数:12
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