Improved lesion detection by level-dependent spatial summation

被引:3
作者
Collaris, RJ
Hoeks, APG
机构
[1] Department of Biophysics, Cardiovascular Res. Inst. Maastricht, University of Limburg, P.O. Box 616, 6200 MD Maastricht, Netherlands
关键词
image processing; lesion detection; level-dependent spatial summation; Receiver Operating Characteristic; signal processing; ultrasound;
D O I
10.1006/uimg.1995.1009
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
A novel signal postprocessing method has been developed for application in lesion detection. A signal distribution, directly related to the 2-dimensional envelope distribution comprising a B-mode image, is convolved with a block shaped kernel of which both base area (i.e., window size) and height are modulated by the local signal level. A theoretical analysis shows that the output includes information regarding the local mean brightness in the original image. This information can be displayed as a gray scale image. The predicted behavior agrees with experimental observations. On the basis of twenty simulated lesion images, it is demonstrated that the present algorithm is superior to the conventional L(2)-mean filter in lesion detection problems, whereby the performance is quantified by the area A(ROC) under the Receiver Operating Characteristic. An improvement in the median value of A(ROC) Of the order of 0.1 was observed. Two parameters are used for adjustment. The total number of summations involved in the processing of a frame is comparable to the number required by the arithmetic mean filter, allowing real-time implementation. (C) 1995 Academic Press, Inc.
引用
收藏
页码:197 / 226
页数:30
相关论文
共 22 条
[1]   ADAPTIVE FILTERING FOR REDUCTION OF SPECKLE IN ULTRASONIC PULSE-ECHO IMAGES [J].
BAMBER, JC ;
DAFT, C .
ULTRASONICS, 1986, 24 (01) :41-44
[2]   ULTRASONIC B-SCANNING - A COMPUTER-SIMULATION [J].
BAMBER, JC ;
DICKINSON, RJ .
PHYSICS IN MEDICINE AND BIOLOGY, 1980, 25 (03) :463-479
[3]   ULTRASOUND ECHO AVERAGING - SIMPLE METHOD FOR IMPROVING IMAGE PERCEPTION [J].
BARTRUM, RJ ;
CROW, HC .
JOURNAL OF CLINICAL ULTRASOUND, 1980, 8 (01) :63-64
[4]   ULTRASONIC B-MODE IMAGE-ENHANCEMENT BASED ON LEVEL-DEPENDENT SPREAD FUNCTIONS [J].
COLLARIS, RJ ;
HOEKS, APG .
ULTRASONIC IMAGING, 1994, 16 (04) :205-230
[5]  
DANIEL WW, 1978, APPLIED NONPARAMETRI
[6]  
DICKINSON RJ, 1982, ACOUST IMAGING, V12, P213
[7]  
GREEN DM, 1988, SIGNAL DETECTION THE
[8]   SPECKLE REDUCTION WITH EDGE PRESERVATION IN MEDICAL ULTRASONIC IMAGES USING A HOMOGENEOUS REGION GROWING MEAN FILTER (HRGMF) [J].
KOO, JI ;
PARK, SB .
ULTRASONIC IMAGING, 1991, 13 (03) :211-237
[9]   OPTIMUM NONLINEAR SIGNAL-DETECTION AND ESTIMATION IN THE PRESENCE OF ULTRASONIC SPECKLE [J].
KOTROPOULOS, C ;
PITAS, I .
ULTRASONIC IMAGING, 1992, 14 (03) :249-275
[10]  
Levine M., 1985, VISION MAN MACHINE