COMPUTERIZED SCHEME FOR THE DETECTION OF PULMONARY NODULES - A NONLINEAR FILTERING TECHNIQUE

被引:34
作者
YOSHIMURA, H [1 ]
GIGER, ML [1 ]
DOI, K [1 ]
MACMAHON, H [1 ]
MONTNER, SM [1 ]
机构
[1] UNIV CHICAGO,DEPT RADIOL,KURT ROSSMANN LABS RADIOL IMAGE RES,BOX 429,5841 S MARYLAND AVE,CHICAGO,IL 60637
关键词
COMPUTER-AIDED DIAGNOSIS; COMPUTER VISION; DIGITAL CHEST RADIOGRAPHY; LUNG NODULES; MATHEMATICAL MORPHOLOGY;
D O I
10.1097/00004424-199202000-00005
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
To aid radiologists in the detection of lung cancer, the authors are developing a computer-aided diagnosis system that locates areas suspicious for nodules in digital chest radiographs. The system involves a difference-image approach and various feature-extraction techniques. The authors describe nonlinear filters used in the difference-image approach. A morphological open operation and a ring-shaped median filter are applied in the difference-image step for signal enhancement and signal suppression, respectively. Using 60 clinical chest radiographs, the nonlinear filtering method detected approximately 63% of actual nodules with approximately 19 false-positive results per image. The locations of the false-positive detections, however, usually did not coincide with those from the linear filtering method. Thus, by using a combination of the detections from the two methods, the false-positive rate was reduced to two to three per image at a sensitivity of 60%.
引用
收藏
页码:124 / 129
页数:6
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