Localization of inter-rib spaces for lung texture analysis and computer-aided diagnosis in digital chest images
- 1 July 1988
- journal article
- research article
- Published by Wiley in Medical Physics
- Vol. 15 (4) , 581-587
- https://doi.org/10.1118/1.596209
Abstract
An automated method for sampling lung textures in digital posterior/anterior chest images is being developed for use in computer-aided diagnosis of interstitial pulmonary diseases. In our present approach, two vertical profiles in the periphery of both lungs are fitted with a shift-variant sinusoidal function from which we estimate locations of posterior ribs and inter-rib spaces. Regions of interest (RIO''s) for sampling lung textures are then automatically centered on the calculated locations of inter-rib spaces. In test with 66 chest images, the overall success rate in placing 6.4 mm .times. 6.4 mm ROI''s within inter-rib spaces with this method was 71%, with an average of 18 ROI''s selected in 4-5 s/image by a VAX11/750 computer. When four additional alternative ROI''s were selected on the sides of each original ROI, the success rate in having at least one ROI correctly located in an inter-rib space increased to 94%. Since we are still developing a fully automated sampling method, the present approach has been incorporated into a semiautomated method that is currently being used to sample lung textures from a large number of clinical cases.This publication has 3 references indexed in Scilit:
- Image feature analysis and computer-aided diagnosis in digital radiography. 2. Computerized determination of vessel sizes in digital subtraction angiographyMedical Physics, 1987
- A new edge detection algorithm and its applications in picture processingComputer Graphics and Image Processing, 1976
- Pattern recognition of chest X-ray imagesComputer Graphics and Image Processing, 1973