Title :
A new version of computer aided screening system in chest photofluorograms
Author :
Shimizu, Akinobu ; Hasegawa, Jun-ichi ; Toriwaki, Jun-ichiro
Author_Institution :
Dept. of Inf. Eng., Nagoya Univ., Japan
Abstract :
Presents a new system for automated screening of chest photofluorograms taken with high voltage. This system detects and marks the shadows suspected to be abnormal using a procedure consisting of the following three steps: (1) detection of suspicious regions (SR) by a new filter (called Min-φDD filter), (2) measurement of features for each SR, and (3) classification of all SRs into two classes (normal or abnormal) by the maximum likelihood method. The Min-φDD filter enhances the abnormal shadows. The authors used three filters that have different sizes of masks considering the relation between the size of the filter and the size of the abnormal shadow. They calculated twenty-five features at each SR in Step (2) and designed three classifiers according to the size of the Min-φDD filter in Step (3). Fifty-eight chest photofluorograms taken with high voltage were used to evaluate the performance of the system. The recognition rates for the SR´s evaluated by the L-method were from 67.5% to 75.5% using five features
Keywords :
diagnostic radiography; medical image processing; L-method; Min-φDD filter; chest photofluorograms; classifiers; computer aided screening system; high voltage radiography; masks; maximum likelihood method; medical diagnostic imaging; shadows; suspected abnormal regions; suspicious regions; Cancer; Filters; Low voltage; Lungs; Maximum likelihood detection; Maximum likelihood estimation; Software systems; State estimation; Strontium; X-ray imaging;
Conference_Titel :
Biomedical Image Analysis, 1994., Proceedings of the IEEE Workshop on
Conference_Location :
Seattle, WA
Print_ISBN :
0-8186-5802-9
DOI :
10.1109/BIA.1994.315841