Title :
An adaptive multiscale AM-FM texture analysis system with application to hysteroscopy imaging
Author :
Constantinou, Ioannis ; Pattichis, Marios ; Tanos, V. ; Neofytou, M. ; Pattichis, C.
Author_Institution :
Dept. of Comput. Sci., Univ. of Cyprus Nicosia, Nicosia, Cyprus
Abstract :
The use of multiscale AM-FM analysis systems has been recently demonstrated in a variety of applications in medical image analysis. In all of these applications, a fixed filter-bank is used as a preprocessing step for estimating different AM-FM components from different scales. In this paper, for the first time, we introduce the use of an adaptive, multiscale AM-FM approach that searches for the optimal filter-bank specification for use in image classification. We demonstrate an example application in hysteroscopy imaging, for identification of gynaecological cancer, where the optimal filter-bank turns out to be circularly symmetric.
Keywords :
cancer; channel bank filters; demodulation; gynaecology; image classification; image texture; medical image processing; adaptive multiscale AM-FM texture analysis system; fixed filter-bank; gynaecological cancer; hysteroscopy imaging; image classification; medical image analysis; Adaptive systems; Biomedical imaging; Cancer; Filter banks; Frequency modulation; Ultrasonic imaging; AM-FM representation; cancer; hysteroscopy imaging; multiscale medical imaging analysis;
Conference_Titel :
Bioinformatics & Bioengineering (BIBE), 2012 IEEE 12th International Conference on
Conference_Location :
Larnaca
Print_ISBN :
978-1-4673-4357-2
DOI :
10.1109/BIBE.2012.6399760