COMPUTER-AIDED DETECTION OF DIFFUSE LIVER-DISEASE IN ULTRASOUND IMAGES

被引:21
作者
ABE, C [1 ]
KAHN, CE [1 ]
DOI, K [1 ]
KATSURAGAWA, S [1 ]
机构
[1] UNIV CHICAGO,DEPT RADIOL,KURT ROSSMANN LABS RADIOL IMAGING RES,CHICAGO,IL 60637
关键词
COMPUTER-AIDED DIAGNOSIS; DIFFUSE LIVER DISEASE; LIVER; ULTRASOUND;
D O I
10.1097/00004424-199201000-00015
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
The authors are developing an automated method of determining measures of texture in liver ultrasound images to improve the accuracy of diagnosis of diffuse liver abnormalities. In each digitized image, the background trend of pixel values is estimated to isolate the underlying pattern of liver texture. After correcting for background trend, the root mean square (RMS) variation and the first moment of the power spectrum are calculated; these measures have been applied successfully to texture analysis of digital chest radiographs. Background trend-corrected measurements detected statistically significant differences in digitized ultrasound images of 11 normal and 11 abnormal livers. Without correction for background trend, the measures are unable to distinguish normal from abnormal liver texture. The authors also investigated the effect on the texture measures of varying several ultrasound imaging parameters in normal patients and in an ultrasound phantom.
引用
收藏
页码:71 / 77
页数:7
相关论文
共 13 条
  • [1] QUANTITATIVE ULTRASONIC-DETECTION AND CLASSIFICATION OF DIFFUSE LIVER-DISEASE - COMPARISON WITH HUMAN OBSERVER PERFORMANCE
    GARRA, BS
    INSANA, MF
    SHAWKER, TH
    WAGNER, RF
    BRADFORD, M
    RUSSELL, M
    [J]. INVESTIGATIVE RADIOLOGY, 1989, 24 (03) : 196 - 203
  • [2] ACCURACY OF ULTRASONOGRAPHY IN DIAGNOSIS OF HEPATOCELLULAR DISEASE
    GOSINK, BB
    LEMON, SK
    SCHEIBLE, W
    LEOPOLD, GR
    [J]. AMERICAN JOURNAL OF ROENTGENOLOGY, 1979, 133 (01) : 19 - 23
  • [3] ANALYSIS OF ULTRASOUND IMAGE TEXTURE VIA GENERALIZED RICIAN STATISTICS
    INSANA, MF
    WAGNER, RF
    GARRA, BS
    BROWN, DG
    SHAWKER, TH
    [J]. OPTICAL ENGINEERING, 1986, 25 (06) : 743 - 748
  • [4] IMAGE FEATURE ANALYSIS AND COMPUTER-AIDED DIAGNOSIS IN DIGITAL RADIOGRAPHY - EFFECT OF DIGITAL PARAMETERS ON THE ACCURACY OF COMPUTERIZED ANALYSIS OF INTERSTITIAL DISEASE IN DIGITAL CHEST RADIOGRAPHS
    KATSURAGAWA, S
    DOI, K
    NAKAMORI, N
    MACMAHON, H
    [J]. MEDICAL PHYSICS, 1990, 17 (01) : 72 - 78
  • [5] IMAGE FEATURE ANALYSIS AND COMPUTER-AIDED DIAGNOSIS IN DIGITAL RADIOGRAPHY - DETECTION AND CHARACTERIZATION OF INTERSTITIAL LUNG-DISEASE IN DIGITAL CHEST RADIOGRAPHS
    KATSURAGAWA, S
    DOI, K
    MACMAHON, H
    [J]. MEDICAL PHYSICS, 1988, 15 (03) : 311 - 319
  • [6] QUANTITATIVE COMPUTER-AIDED ANALYSIS OF LUNG TEXTURE IN CHEST RADIOGRAPHS
    KATSURAGAWA, S
    DOI, K
    MACMAHON, H
    NAKAMORI, N
    SASAKI, Y
    FENNESSY, JJ
    [J]. RADIOGRAPHICS, 1990, 10 (02) : 257 - 269
  • [7] IMAGE FEATURE ANALYSIS AND COMPUTER-AIDED DIAGNOSIS IN DIGITAL RADIOGRAPHY - CLASSIFICATION OF NORMAL AND ABNORMAL LUNGS WITH INTERSTITIAL DISEASE IN CHEST IMAGES
    KATSURAGAWA, S
    DOI, K
    MACMAHON, H
    [J]. MEDICAL PHYSICS, 1989, 16 (01) : 38 - 44
  • [8] LERSKI R A, 1979, Ultrasound in Medicine and Biology, V5, P341, DOI 10.1016/0301-5629(79)90004-8
  • [9] DISCRIMINANT-ANALYSIS OF ULTRASONIC TEXTURE DATA IN DIFFUSE ALCOHOLIC LIVER-DISEASE .1. FATTY LIVER AND CIRRHOSIS
    LERSKI, RA
    SMITH, MJ
    MORLEY, P
    BARNETT, E
    MILLS, PR
    WATKINSON, G
    MACSWEEN, RNM
    [J]. ULTRASONIC IMAGING, 1981, 3 (02) : 164 - 172
  • [10] TEXTURE ANALYSIS OF ULTRASOUND B-MODE IMAGES BY SEGMENTATION
    MAILLOUX, GE
    BERTRAND, M
    STAMPFLER, R
    ETHIER, S
    [J]. ULTRASONIC IMAGING, 1984, 6 (03) : 262 - 277