COMPUTERIZED DETECTION OF ABNORMAL ASYMMETRY IN DIGITAL CHEST RADIOGRAPHS

被引:18
作者
ARMATO, SG
GIGER, ML
MACMAHON, H
机构
[1] Kurt Rossmann Laboratories for Radiologic Image Research, Denartment of Radiology, The University of Chicago, Chicago, Illinois 60637
关键词
COMPUTER-AIDED; DIAGNOSIS; DIGITAL CHEST RADIOGRAPHY; ASYMMETRIC ABNORMALITY; GRAY-LEVEL THRESHOLDING; LUNG SEGMENTATION;
D O I
10.1118/1.597216
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
A technique for automated detection of abnormal asymmetry in digital chest radiographs is being developed. Such a method could be used to prescreen chest radiographs to bring obviously abnormal cases to the immediate attention of a radiologist. In addition, this technique may be used to detect large-area abnormalities which may cause other, more lesion-specific computer algorithms to fail. Asymmetric abnormalities are detected by multiple stages of gray-level thresholding. Lung contours are determined, and after a centroid test is used to eliminate contours external to the lungs, the areas of remaining contours are calculated. The present scheme, applied to a database of 70 chest images, yielded a sensitivity of 91% and a specificity of 80%. © 1994, American Association of Physicists in Medicine. All rights reserved.
引用
收藏
页码:1761 / 1768
页数:8
相关论文
共 17 条
[1]   AUTOMATIC SEGMENTATION OF LIVER STRUCTURE IN CT IMAGES [J].
BAE, KT ;
GIGER, ML ;
CHEN, CT ;
KAHN, CE .
MEDICAL PHYSICS, 1993, 20 (01) :71-78
[2]   IMAGE FEATURE ANALYSIS AND COMPUTER-AIDED DIAGNOSIS IN DIGITAL RADIOGRAPHY .3. AUTOMATED DETECTION OF NODULES IN PERIPHERAL LUNG FIELDS [J].
GIGER, ML ;
DOI, K ;
MACMAHON, H .
MEDICAL PHYSICS, 1988, 15 (02) :158-166
[3]   PULMONARY NODULES - COMPUTER-AIDED DETECTION IN DIGITAL CHEST IMAGES [J].
GIGER, ML ;
DOI, K ;
MACMAHON, H ;
METZ, CE ;
YIN, FF .
RADIOGRAPHICS, 1990, 10 (01) :41-51
[4]   COMPUTERIZED DETECTION OF PULMONARY NODULES IN DIGITAL CHEST IMAGES - USE OF MORPHOLOGICAL FILTERS IN REDUCING FALSE-POSITIVE DETECTIONS [J].
GIGER, ML ;
AHN, N ;
DOI, K ;
MACMAHON, H ;
METZ, CE .
MEDICAL PHYSICS, 1990, 17 (05) :861-865
[5]   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 [J].
KATSURAGAWA, S ;
DOI, K ;
NAKAMORI, N ;
MACMAHON, H .
MEDICAL PHYSICS, 1990, 17 (01) :72-78
[6]   IMAGE FEATURE ANALYSIS AND COMPUTER-AIDED DIAGNOSIS IN DIGITAL RADIOGRAPHY - DETECTION AND CHARACTERIZATION OF INTERSTITIAL LUNG-DISEASE IN DIGITAL CHEST RADIOGRAPHS [J].
KATSURAGAWA, S ;
DOI, K ;
MACMAHON, H .
MEDICAL PHYSICS, 1988, 15 (03) :311-319
[7]   QUANTITATIVE COMPUTER-AIDED ANALYSIS OF LUNG TEXTURE IN CHEST RADIOGRAPHS [J].
KATSURAGAWA, S ;
DOI, K ;
MACMAHON, H ;
NAKAMORI, N ;
SASAKI, Y ;
FENNESSY, JJ .
RADIOGRAPHICS, 1990, 10 (02) :257-269
[8]   IMAGE FEATURE ANALYSIS AND COMPUTER-AIDED DIAGNOSIS IN DIGITAL RADIOGRAPHY - CLASSIFICATION OF NORMAL AND ABNORMAL LUNGS WITH INTERSTITIAL DISEASE IN CHEST IMAGES [J].
KATSURAGAWA, S ;
DOI, K ;
MACMAHON, H .
MEDICAL PHYSICS, 1989, 16 (01) :38-44
[9]  
LAMPETER WA, 1986, INVEST RADIOL, V21, P283
[10]   POTENTIAL USEFULNESS OF COMPUTERIZED NODULE DETECTION IN SCREENING PROGRAMS FOR LUNG-CANCER [J].
MATSUMOTO, T ;
YOSHIMURA, H ;
GIGER, ML ;
DOI, K ;
MACMAHON, H ;
MONTNER, SM ;
NAKANISHI, T .
INVESTIGATIVE RADIOLOGY, 1992, 27 (06) :471-475