Title :
Uncertainty handling and propagation in X-ray images analysis systems by means of Random-Fuzzy Variables
Author :
Mencattini, Arianna ; Rabottino, Giulia ; Salicone, Simona ; Salmeri, Marcello
Author_Institution :
Dept. of Electron. Eng., Univ. di Roma "Tor Vergata", Rome
Abstract :
In this paper we consider uncertainty handling and propagation by means of RFV through a Computer Aided Detection (CAD) system for denoising and contrast enhancement of mammographic images. In this context, we assume that uncertainty associated to each pixel of the image has both a random and a not negligible systematic contribution. So, after a noise variance estimation performed on the original image, using recent RFV mathematics, we propagate uncertainty through the whole system. Finally, we compare our results with those obtained by a Monte Carlo simulation.
Keywords :
diagnostic radiography; fuzzy logic; image denoising; image enhancement; mammography; measurement errors; measurement uncertainty; medical image processing; X-ray images analysis systems; computer aided detection system; contrast enhancement; image denoising; mammography; medical image processing; noise variance estimation; random-fuzzy variables; systematic errors; uncertainty handling; Additive noise; Digital images; Fuzzy systems; Image analysis; Image converters; Optical films; Optical noise; Pixel; Uncertainty; X-ray imaging; Systematic errors; medical image processing; noise estimation; random fuzzy variables;
Conference_Titel :
Advanced Methods for Uncertainty Estimation in Measurement, 2008. AMUEM 2008. IEEE International Workshop on
Conference_Location :
Trento
Print_ISBN :
978-1-4244-2236-4
Electronic_ISBN :
978-1-4244-2237-1
DOI :
10.1109/AMUEM.2008.4589934