Title :
Choosing interpolation RBF function in image filtering with the Bidimentional Empirical Modal Decomposition
Author :
Ben Arfia, Faten ; Sabri, Abdelouahed ; Ben Messaoud, Mohamed
Author_Institution :
Comput. Eng. Syst. Design Lab. (CES), Nat. Eng. Sch. of Sfax, Sfax, Tunisia
Abstract :
The data interpolation is an essential part of Bidimensional Empirical Mode Decomposition (BEMD) of an image. In the decomposition process, local maxima and minima of the image are extracted at each iteration and then interpolated to form the upper and lower envelopes, respectively. Because of the properties of radial basis function (RBF) interpolators, they are good candidates for use in BEMD. However, only one or two of the RBF interpolators have been utilized for BEMD so far. This paper employs many RBF interpolators for BEMD, compares their performances, and finds out the useful ones for BEMD especially in the image filtering application. We propose to apply the BEMD approach with the adequate interpolation function in the image denoising domain. After that, we combine the BEMD with the DWT to improve the BEMD denoising method. The analysis is done using real images. Simulations are made to focus mainly on the effect of interpolation methods by providing less or negligible control on the other parameters of the BEMD process. The study is believed to work as a guideline in the area of BEMD based real image in the filtering application.
Keywords :
discrete wavelet transforms; feature extraction; image denoising; interpolation; radial basis function networks; BEMD denoising method; DWT; RBF function; bidimentional empirical modal decomposition; image denoising domain; image extraction; image filtering application; interpolation function; radial basis function interpolators; Discrete wavelet transforms; Empirical mode decomposition; Filtering; Image reconstruction; Interpolation; Noise reduction; Visualization; Bi-dimensional Empirical mode Decomposition; Intrinsic Mode Function; Radial Basis Function; image filtering; scattered data interpolation;
Conference_Titel :
Advanced Technologies for Signal and Image Processing (ATSIP), 2014 1st International Conference on
Conference_Location :
Sousse
DOI :
10.1109/ATSIP.2014.6834637