COMPUTER-AIDED DIAGNOSIS IN CHEST RADIOGRAPHY - PRELIMINARY EXPERIENCE

被引:27
作者
ABE, K
DOI, K
MACMAHON, H
GIGER, ML
JIA, H
CHEN, X
KANO, A
YANAGISAWA, T
机构
[1] UNIV CHICAGO,DEPT RADIOL,KURT ROSSMANN LABS RADIOL IMAGE RES,5841 S MARYLAND AVE,CHICAGO,IL 60637
[2] IWATE MED COLL,DEPT RADIOL,MORIOKA,IWATE,JAPAN
[3] KONICA CORP,RES & DEV CTR,TOKYO,JAPAN
关键词
COMPUTER-AIDED DIAGNOSIS; DIGITAL CHEST RADIOGRAPH; LUNG NEOPLASMS; DIAGNOSIS; INTERSTITIAL LUNG DISEASE; CARDIOMEGALY;
D O I
10.1097/00004424-199311000-00002
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
RATIONALE AND OBJECTIVES. Computer-aided diagnosis (CAD) schemes for chest radiography are being developed with which to alert radiologists to possible lesions, and thus potentially improve diagnostic accuracy. However, CAD schemes have not been tested on a large number of clinical cases. The authors identify design parameters that would be required for development of an intelligent workstation. METHODS. Computer-aided diagnosis programs were applied for the automated detection of lung nodules, cardiomegaly, and interstitial infiltrates to 310 consecutive chest radiographs, and were analyzed for potential usefulness and limitations. Computer-aided diagnosis output was evaluated by radiologists and physicists for accuracy and technical problems, respectively. RESULTS. Approximately 70% of the results were judged to be potentially acceptable; however, the number of false-positive findings was relatively high. Technical problems included failure to detect subtle abnormalities and the occurrence of false-positive detections caused by normal anatomical structures. CONCLUSION. Computer-aided diagnosis has the potential to be a valuable aid to radiologists in clinical practice, if certain technical problems can be overcome and if optimal operating points can be defined for clinical use.
引用
收藏
页码:987 / 993
页数:7
相关论文
共 15 条
[1]  
DOI K, 1992, SEMIN ULTRASOUND CT, V13, P140
[2]   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
[3]   AN INTELLIGENT WORKSTATION FOR COMPUTER-AIDED DIAGNOSIS [J].
GIGER, ML ;
DOI, K ;
MACMAHON, H ;
NISHIKAWA, RM ;
HOFFMANN, KR ;
VYBORNY, CJ ;
SCHMIDT, RA ;
JIA, H ;
ABE, K ;
CHEN, X ;
KANO, A ;
KATSURAGAWA, S ;
YIN, FF ;
ALPERIN, N ;
METZ, CE ;
BEHLEN, FM ;
SLUIS, D .
RADIOGRAPHICS, 1993, 13 (03) :647-656
[4]  
HALL DH, 1972, RADIOLOGY, V101, P174
[5]   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
[6]   COMPUTER DIAGNOSIS OF PNEUMOCONIOSIS [J].
KRUGER, RP ;
THOMPSON, WB ;
TURNER, AF .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1974, SMC4 (01) :40-49
[7]   COMPUTERIZED SEARCH OF CHEST RADIOGRAPHS FOR NODULES [J].
LAMPETER, WA ;
WANDTKE, JC .
INVESTIGATIVE RADIOLOGY, 1986, 21 (05) :384-390
[8]   COMPUTER-AIDED DIAGNOSIS IN CHEST RADIOLOGY [J].
MACMAHON, H ;
DOI, K ;
CHAN, HP ;
GIGER, ML ;
KATSURAGAWA, S ;
NAKAMORI, N .
JOURNAL OF THORACIC IMAGING, 1990, 5 (01) :67-76
[9]   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
[10]  
MATSUMOTO T, 1992, Nippon Acta Radiologica, V52, P500