Title
Retrieval and classification of pneumoconiosis chest radiograph images using multiscale AM-FM methods
Date Issued
01 December 2009
Access level
metadata only access
Resource Type
conference paper
Author(s)
Pattichis M.
Soliz P.
University of New Mexico
Abstract
We propose the use of Amplitude-Modulation Frequency-Modulation (AM-FM) features for representing and retrieving X-Ray images with pneumoconiosis. The AM-FM features are estimated using multiscale filterbanks with wavelengths related with the standard sizes for grading the level of opacities in X-Rays. The extracted AM-FM features represent opacity profusion in terms of instantaneous frequency (IF) and instantaneous amplitude (IA) features. Here, IF estimates in the medium and high scale frequencies can be used to capture early disease symptoms. AM-FM features from the low and medium scale frequencies are associated with advanced disease stages. We demonstrate the performance of the system in X-ray image retrieval and classification applications. © 2009 IEEE.
Start page
12
End page
16
Language
English
OCDE Knowledge area
Radiología, Medicina nuclear, Imágenes médicas Ingeniería médica
Scopus EID
2-s2.0-77953843492
ISSN of the container
10586393
ISBN of the container
9781424458271
Conference
Conference Record - Asilomar Conference on Signals, Systems and Computers
Sources of information: Directorio de Producción Científica Scopus