A new model-based technique for enhanced small-vessel measurements in X-ray cine-angiograms

被引:32
作者
Chan, RC
Karl, WC
Lee, RS
机构
[1] MIT, Div Hlth Sci & Technol, Boston Heart Fdn, Cambridge, MA 02142 USA
[2] Boston Univ, Dept Biomed Engn, Dept Elect & Comp Engn, Boston, MA 02215 USA
关键词
atherosclerosis; model-based estimation; quantitative coronary angiography; small-diameter vessels; X-ray angiographic imaging;
D O I
10.1109/42.845182
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Arterial diameter estimation from X-ray cine angiograms is important for quantifying coronary artery disease (CAD) and for evaluating therapy, However, diameter measurement in vessel cross sections less than or equal to 1.0 mm is associated with large measurement errors. We present a novel diameter estimator which reduces both magnitude and variability of measurement error. We use a parametric nonlinear imaging model for X-ray cine angiography and estimate unknown model parameters directly from the image data. Our technique allows us to exploit additional diameter information contained within the intensity profile amplitude, a feature which is overlooked by existing methods, This method uses a two-step procedure: the first step estimates the imaging model parameters directly from the angiographic frame and the second step uses these measurements to estimate the diameter of vessels in the same image. In Monte-Carlo simulation over a range of imaging conditions, our approach consistently produced lower estimation error and variability than conventional methods. With actual X-ray images, our estimator is also better than existing methods for the diameters examined (0.4-4.0 mm), These improvements are most significant in the range of narrow vessel widths associated with severe coronary artery disease.
引用
收藏
页码:243 / 255
页数:13
相关论文
共 20 条
[1]   MEASUREMENT IN MEDICINE - THE ANALYSIS OF METHOD COMPARISON STUDIES [J].
ALTMAN, DG ;
BLAND, JM .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES D-THE STATISTICIAN, 1983, 32 (03) :307-317
[2]  
BRESLER Y, 1984, P SPIE C MED IM IC A, V515
[3]  
CHAN RC, 1996, THESIS MIT
[4]  
DANCE DR, 1992, PHYSICS MED IMAGING, P20
[5]  
DAVIES MJ, 1990, CIRCULATION, V82, P38
[6]   A NONSMOOTHING APPROACH TO THE ESTIMATION OF VESSEL CONTOURS IN ANGIOGRAMS [J].
FIGUEIREDO, MAT ;
LEITAO, JMN .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1995, 14 (01) :162-172
[7]  
KAYIKCIOGLU T, 1993, P SPIE MED IM NEWP B, V7
[8]  
Kirk R L, 1982, Prog Clin Biol Res, V103 Pt A, P215
[9]   ESTIMATING THE 3-D SKELETONS AND TRANSVERSE AREAS OF CORONARY-ARTERIES FROM BIPLANE ANGIOGRAMS [J].
KITAMURA, K ;
TOBIS, JM ;
SKLANSKY, J .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1988, 7 (03) :173-187
[10]   Quantitative coronary angiography with deformable spline models [J].
Klein, AK ;
Lee, F ;
Amini, AA .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1997, 16 (05) :468-482