Title :
Contourlet transform and iterative noise free filtering based bilayer filter for enhancing echocardiogram
Author :
Panachakel, J.T.
Author_Institution :
Dept. of Electron. & Commun., Coll. of Eng., Trivandrum, India
Abstract :
Commonly used filters for removing impulse noises tend to remove fine details and edges while denoising. Thus, these filters cannot be used for images such as echocardiogram (ECHO) where we need to preserve the edges. In this paper, a novel bilayer filter, consisting of a contourlet transform based filter in the primary layer and iterative noise free filter in the secondary layer is proposed. Form study is performed on Lena image, corrupted by varying amounts of impulse noises (speckle noise and salt & pepper noise). Both the analytical and perceptual quality results show that the proposed method is superior to existing techniques used for denoising echocardiogram, viz., median filter and contourlet transform filter. And finally, the technique was applied on a 57 frame echocardiogram and the results were analyzed by a doctor and according to his opinion, the proposed method achieves better denoising with negligible loss of fine details, than the methods adopted earlier.
Keywords :
echocardiography; filtering theory; image denoising; image restoration; impulse noise; median filters; medical image processing; transforms; ECHO; Lena image; contourlet transform filter; echocardiogram denoising; echocardiogram enhancement; frame echocardiogram; image restoration; impulse noise removal; iterative noise free filtering based bilayer filter; median filter; salt and pepper noise; speckle noise; Image edge detection; Noise measurement; Noise reduction; PSNR; Wavelet transforms; contourlet transform; echocardiogram; image restoration; iterative noise free filtering;
Conference_Titel :
Green Technologies (ICGT), 2012 International Conference on
Conference_Location :
Trivandrum
Print_ISBN :
978-1-4673-2635-3
DOI :
10.1109/ICGT.2012.6477990