Title :
Adaptive Kalman filtering approach of color noise in cephalometric image
Author :
Xinding, Sun ; Zhenming, Xu ; Xu Changsheng ; Yan, Wang
Author_Institution :
Dept. of Autom., Tsinghua Univ., Beijing, China
Abstract :
In the view of the drawbacks of the conventional Kalman filtering, a kind of adaptive Kalman filtering approach to color noise based on the correlative method of the system output is proposed to solve the cephalometric images of stomatology. This approach builds the Kalman filtering model of color noise by adopting the equivalent measurement equation in order to avoid complicated computation and the expansion of the dimension of the filter. It is also unnecessary to know the variance of the measurement noise beforehand so that it is closer to the actual situation. Results of several experiments are presented to demonstrate the feasibility and performance of this approach
Keywords :
adaptive Kalman filters; adaptive signal processing; biomedical measurement; correlation methods; diagnostic radiography; filtering theory; image colour analysis; medical image processing; surgery; Kalman filtering model; X-ray cephalometric image; adaptive Kalman filtering; color noise; correlative method; equivalent measurement equation; experiments; measurement noise; performance; stomatology; system output; Adaptive filters; Color; Colored noise; Equations; Filtering; Gaussian noise; Kalman filters; Noise measurement; Strain measurement; White noise;
Conference_Titel :
Signal Processing, 1996., 3rd International Conference on
Conference_Location :
Beijing
Print_ISBN :
0-7803-2912-0
DOI :
10.1109/ICSIGP.1996.567341