Validation of an optical flow method for tag displacement estimation

被引:72
作者
Dougherty, L
Asmuth, JC
Blom, AS
Axel, L
Kumar, R
机构
[1] Hosp Univ Penn, Dept Radiol, Philadelphia, PA 19104 USA
[2] Sarnoff Corp, Princeton, NJ 08540 USA
关键词
cardiac; magnetic resonance (MR); optical flow; wall motion;
D O I
10.1109/42.768845
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We present a validation study of an optical-flow method for the rapid estimation of myocardial displacement in magnetic resonance tagged cardiac images. This registration and change visualization (RCV) software uses a hierarchical estimation technique to compute the flow field that describes the warping of an image of one cardiac phase into alignment with the next. This method overcomes the requirement of constant pixel intensity in standard optical-how methods by preprocessing the input images to reduce any intensity bias which results from the reduction in stripe contrast throughout the cardiac cycle. To validate the method, SPAMM-tagged images were acquired of a silicon gel phantom with simulated rotational motion. The pixel displacement was estimated with the RCV method and the error in pixel tracking was <4% 1000 ms after application of the tags, and after 30 degrees of rotation. An additional study was performed using a SPAMM-tagged multiphase slice of a canine left ventricle. The true displacement was determined using a previously validated active contour model (snakes). The error between methods was 6.7% at end systole. The RCV method has the advantage of tracking all pixels in the image in a substantially shorter period than the snakes method.
引用
收藏
页码:359 / 363
页数:5
相关论文
共 21 条
[1]   A NEW APPROACH TO STUDY CARDIAC MOTION - THE OPTICAL-FLOW OF CINE MR IMAGES [J].
AMARTUR, SC ;
VESSELLE, HJ .
MAGNETIC RESONANCE IN MEDICINE, 1993, 29 (01) :59-67
[2]   HEART WALL MOTION - IMPROVED METHOD OF SPATIAL MODULATION OF MAGNETIZATION FOR MR IMAGING [J].
AXEL, L ;
DOUGHERTY, L .
RADIOLOGY, 1989, 172 (02) :349-350
[3]  
AXEL L, 1995, P COMP CARD 22 ANN M, P625
[4]  
Bergen J.R., 1992, P EUR C COMP VIS
[5]   DIFFERENTIATION OF TUMOR FROM VIABLE MYOCARDIUM USING CARDIAC TAGGING WITH MR IMAGING [J].
BOUTON, S ;
YANG, A ;
MCCRINDLE, BW ;
KIDD, L ;
MCVEIGH, ER ;
ZERHOUNI, EA .
JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 1991, 15 (04) :676-678
[6]   THE LAPLACIAN PYRAMID AS A COMPACT IMAGE CODE [J].
BURT, PJ ;
ADELSON, EH .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1983, 31 (04) :532-540
[7]  
GUPTA SN, 1995, P INF PROC MED IM 14
[8]   MR-IMAGING WITH SPATIAL MODULATION OF MAGNETIZATION IN THE EVALUATION OF CHRONIC CENTRAL PULMONARY THROMBOEMBOLI [J].
HATABU, H ;
GEFTER, WB ;
AXEL, L ;
PALEVSKY, HI ;
COPE, C ;
REICHEK, N ;
DOUGHERTY, L ;
LISTERUD, J ;
KRESSEL, HY .
RADIOLOGY, 1994, 190 (03) :791-796
[9]   SNAKES - ACTIVE CONTOUR MODELS [J].
KASS, M ;
WITKIN, A ;
TERZOPOULOS, D .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1987, 1 (04) :321-331
[10]   SEMIAUTOMATIC TRACKING OF MYOCARDIAL MOTION IN MR TAGGED IMAGES [J].
KRAITCHMAN, DL ;
YOUNG, AA ;
CHANG, CN ;
AXEL, L .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1995, 14 (03) :422-433