Evaluation of differential optical flow techniques on synthesized echo images

被引:68
作者
Baraldi, P
Sarti, A
Lamberti, C
Prandini, A
Sgallari, F
机构
[1] UNIV BOLOGNA, DIPARTIMENTO ELETTRON INFORMAT & SISTEMIST, I-40136 BOLOGNA, ITALY
[2] UNIV BOLOGNA, DIPARTIMENTO MATEMAT, I-40136 BOLOGNA, ITALY
关键词
D O I
10.1109/10.486283
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The performance of three methods for evaluation of motion on synthesized 2-D echo image sequences with features similar to real ones are examined. The selected techniques based on the computation of optical flow are of the differential type and assume that the image brightness pattern is constant over time. They differ in the choice of the smoothing term and in the local or global treatment of the domain. The images were synthesized by simulating the process of echo formation, considering the interaction between ultrasonic fields and human tissues. Moreover, two different approaches were followed to generate the sequences: 1) a known motion field was applied to the intensity distribution of the synthesized images; 2) a known motion field was applied directly to the point scatterer distribution of the tissue. Favorable results were obtained by applying Lucas-Kanade and Horn-Schunck techniques to the sequences of the first type, while all the techniques produced large errors when applied to the other type of sequences. A discussion about the suitability of the above-mentioned techniques for evaluation of motion on real echocardiographic images is also presented together with some results.
引用
收藏
页码:259 / 272
页数:14
相关论文
共 30 条
[1]   ULTRASONIC B-SCANNING - A COMPUTER-SIMULATION [J].
BAMBER, JC ;
DICKINSON, RJ .
PHYSICS IN MEDICINE AND BIOLOGY, 1980, 25 (03) :463-479
[2]  
BARALDI P, 1994, TIME VARYING IMAGE P, V3, P267
[3]   PERFORMANCE OF OPTICAL-FLOW TECHNIQUES [J].
BARRON, JL ;
FLEET, DJ ;
BEAUCHEMIN, SS .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1994, 12 (01) :43-77
[4]   A NOVEL METHOD FOR ANGLE INDEPENDENT ULTRASONIC-IMAGING OF BLOOD-FLOW AND TISSUE MOTION [J].
BOHS, LN ;
TRAHEY, GE .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1991, 38 (03) :280-286
[5]   DETECTING LEFT-VENTRICULAR ENDOCARDIAL AND EPICARDIAL BOUNDARIES BY DIGITAL TWO-DIMENSIONAL ECHOCARDIOGRAPHY [J].
CHU, CH ;
DELP, EJ ;
BUDA, AJ .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1988, 7 (02) :81-90
[6]   DETERMINING OPTICAL-FLOW [J].
HORN, BKP ;
SCHUNCK, BG .
ARTIFICIAL INTELLIGENCE, 1981, 17 (1-3) :185-203
[7]   A WORKSTATION-BASED SYSTEM FOR 2-D ECHOCARDIOGRAPHY VISUALIZATION AND IMAGE-PROCESSING [J].
LAMBERTI, C ;
SGALLARI, F .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1990, 37 (08) :796-802
[8]  
LAMBERTI C, 1993, COMPUT CARDIOL, P739
[9]   TWO-DIMENSIONAL ECHOCARDIOGRAPHY AND INFARCT SIZE - RELATIONSHIP OF REGIONAL WALL MOTION AND THICKENING TO THE EXTENT OF MYOCARDIAL-INFARCTION IN THE DOG [J].
LIEBERMAN, AN ;
WEISS, JL ;
JUGDUTT, BI ;
BECKER, LC ;
BULKLEY, BH ;
GARRISON, JG ;
HUTCHINS, GM ;
KALLMAN, CA ;
WEISFELDT, ML .
CIRCULATION, 1981, 63 (04) :739-746
[10]   IMPAIRED THICKENING OF NONISCHEMIC MYOCARDIUM DURING ACUTE REGIONAL ISCHEMIA IN THE DOG [J].
LIMA, JAC ;
BECKER, LC ;
MELIN, JA ;
LIMA, S ;
KALLMAN, CA ;
WEISFELDT, ML ;
WEISS, JL .
CIRCULATION, 1985, 71 (05) :1048-1059