Applied multivariate statistical analysis
Applied multivariate statistical analysis
Automatic texture segmentation for content-based image retrieval application
Pattern Analysis & Applications
Implementation of an image retrieval system using wavelet decomposition and gradient variation
WSEAS Transactions on Computers
Texture classification and segmentation using wavelet frames
IEEE Transactions on Image Processing
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An important ingredient of health care is the correct initial diagnosis of chest ailments using images of chest radiograph. This paper develops a simple graphical method to aid the initial screening and discrimination of pneumonia patients (PNEU) from pulmonary tuberculosis (PTB) patients, lung cancer (LC) patients and normal healthy individuals (NL). Approximate confidence regions using principal component methods on selected texture measures detect and discriminate PNEU from PTB, LC and NL. A brief simulation study indicates that the probability ellipsoid is robust to mild deviation from normality with the presence of two outliers. The main result of this study is that the PNEU-ellipsoid when applied to test data is capable of detecting pneumonia in the sense that 100% of NL, 85% of LC and 65% of PTB will be rejected when using contrast texture measures. Using the combination of twelve features gives similar results. Membership of PNEU-ellipsoid obtained from the chest radiograph image can be used as a useful first stage detection of pneumonia.