Title :
An empirical investigation into application of a fast discrete 2D S-transform algorithm to provide localized measures of texture in images
Author :
Smith, M.R. ; Brown, Rebecca ; Helmi, Maryam ; Rangayyan, Rangaraj M.
Abstract :
The two-dimensional (2D) S-transform can provide a more localized measure of image texture than is possible with the Fourier transform (FT). However there is a considerable time penalty: Order (N4 log N) when compared to an Order (N2 log N) FT implementation via the fast Fourier transform (FFT). We investigate the characteristics of the textural features identified when using a 2D variant of the fast discrete S-transform, an implementation which executes in a time comparable to the FFT. Results from both simulations and the comparison of the features of a benign breast mass and a malignant tumour are presented.
Keywords :
computational complexity; discrete Fourier transforms; feature extraction; image texture; medical image processing; tumours; FFT; Fourier transform; breast mass; computational complexity; fast discrete 2D S-transform algorithm; image texture; malignant tumour; textural features; Benign tumors; Breast; Cancer; Educational institutions; Time frequency analysis; Fast 2D S-transform; Localized measure of image texture;
Conference_Titel :
Electrical and Computer Engineering (CCECE), 2011 24th Canadian Conference on
Conference_Location :
Niagara Falls, ON
Print_ISBN :
978-1-4244-9788-1
Electronic_ISBN :
0840-7789
DOI :
10.1109/CCECE.2011.6030438