TISSUE CHARACTERIZATION FROM ULTRASOUND B-SCAN DATA

被引:69
作者
NICHOLAS, D
NASSIRI, DK
GARBUTT, P
HILL, CR
机构
关键词
D O I
10.1016/0301-5629(86)90018-9
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
An approach to ultrasonic tissue characterization, using textural features of the B-scan image, is described. Portions of a B-scan image, 64 .times. 64 pixels spatially by 8 bits deep, are acquired from regions of interest and subjected to computer analysis. A systematic approach to defining a set of 93 textural features of a B-scan is described and methods and criteria for selecting optimum combinations of these are discussed. As a test of its power, the approach has been applied to the discrimination between the B-scan textures corresponding to livers and spleens of normal humans and various measures of "success" have been quantified both on a "training set only" and on a "training set plus test set" basis. The overall test probability of success of 28% on a single image and 94% on a subject yielding multiple images indicates the potential of the techniques for conditions where a subtle but uniform change in parenchymal texture may be present.
引用
收藏
页码:135 / 143
页数:9
相关论文
共 21 条
[1]  
BIRNHOLZ JC, 1979, DIAGNOSTIC ULTRASOUN, P23
[2]   A THEORETICAL COMPARISON OF TEXTURE ALGORITHMS [J].
CONNERS, RW ;
HARLOW, CA .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1980, 2 (03) :204-222
[3]  
Cooley W.W., 1971, Multivariate Data Analysis
[4]  
COOLEY WW, 1963, MATH COMPUT, V19, P297
[5]   BREAST-TISSUE CLASSIFICATION USING DIAGNOSTIC ULTRASOUND AND PATTERN-RECOGNITION TECHNIQUES .2. EXPERIMENTAL RESULTS [J].
FINETTE, S ;
BLEIER, AR ;
SWINDELL, W ;
HABER, K .
ULTRASONIC IMAGING, 1983, 5 (01) :71-86
[6]   BREAST-TISSUE CLASSIFICATION USING DIAGNOSTIC ULTRASOUND AND PATTERN-RECOGNITION TECHNIQUES .1. METHODS OF PATTERN-RECOGNITION [J].
FINETTE, S ;
BLEIER, A ;
SWINDELL, W .
ULTRASONIC IMAGING, 1983, 5 (01) :55-70
[7]   CONSIDERATIONS OF SAMPLE AND FEATURE SIZE [J].
FOLEY, DH .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1972, 18 (05) :618-+
[8]   TEXTURAL FEATURES FOR IMAGE CLASSIFICATION [J].
HARALICK, RM ;
SHANMUGAM, K ;
DINSTEIN, I .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1973, SMC3 (06) :610-621
[9]  
KLECKA WR, 1975, STATISTICAL PACKAGE, pCH23
[10]  
LERSKI R A, 1979, Ultrasound in Medicine and Biology, V5, P341, DOI 10.1016/0301-5629(79)90004-8