Title :
Automatic diagnosis of pneumoconiosis by texture analysis of chest X-ray images
Author :
Kobatake, Hidefumi ; Oh´ishi, K. ; Miyamichi, Juichi
Author_Institution :
Tokyo University of Agriculture and Technology, Tokyo, Japan
Abstract :
This paper presents a study on automatic diagnosis of pneumoconiosis by texture analysis of chest X-ray images. A pre-processing method for normalizing distribution of film density is proposed and its effectiveness is studied experimentally. Dominant causes of the deviations of texture features for evaluating the profusion of small opacities are excluded by the pre-processing. New texture features based on the distribution of gradient vectors are also proposed. Experiments to evaluate the proposed system are demonstrated.
Keywords :
Agricultural engineering; Biomedical imaging; Data preprocessing; Decision making; Diagnostic radiography; Image analysis; Image texture analysis; Lungs; Medical diagnostic imaging; X-ray imaging;
Conference_Titel :
Acoustics, Speech, and Signal Processing, IEEE International Conference on ICASSP '87.
DOI :
10.1109/ICASSP.1987.1169720