Title :
On the influence of interpolation on probabilistic models for ultrasonic images
Author :
Vegas-Sánchez-Ferrero, G. ; Martín-Martínez, D. ; Aja-Fernández, S. ; Palencia, C.
Author_Institution :
Lab. de Procesado de Imagen, Univ. de Valladolid, Valladolid, Spain
Abstract :
The influence of the cartesian interpolation of ultrasound data over the final image statistical model is studied. When fully formed speckle is considered and no compression of the data is done, we show that the interpolated final image can be modeled following a Gamma distribution, which is a good approximation for the weighted sum of Rayleigh variables. The importance of taking into account the interpolation stage to statistically model ultrasound images is pointed out. The interpolation model here proposed can be easily extended to more complex distributions.
Keywords :
biomedical ultrasonics; gamma distribution; interpolation; medical image processing; physiological models; probability; speckle; Gamma distribution; final image statistical model; interpolation; probabilistic models; speckle; ultrasonic images; weighted sum of Rayleigh variables; Blood; Filtering; Image segmentation; Interpolation; Laboratories; Rayleigh scattering; Signal resolution; Speckle; Testing; Ultrasonic imaging; Speckle probability density; acoustical properties; ultrasound interpolation; ultrasound speckle;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on
Conference_Location :
Rotterdam
Print_ISBN :
978-1-4244-4125-9
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2010.5490353