Title :
Denoising of 3D Magnetic Resonance Images Using Image Fusion
Author :
Raj, V. Naga Prudhvi ; Venkateswarlu, T.
Author_Institution :
Electron. & Instrum. Eng. Dept., VR Siddhartha Eng. Coll., Vijayawada, India
Abstract :
In this paper, an Image fusion based version of the Block wise Non-Local (NL-) means filter is proposed for 3D Magnetic Resonance (MR) image denoising. The filter is based on Dual Tree Complex Wavelet Transform (DTCWT)and sub band coefficient mixing. The image is filtered using block wise NL-means filter with two different sets of filtering parameters. The first set parameters were chosen to preserve the features in the image i.e. Less smoothing and feature oriented and the second set will do more smoothing i.e. noise oriented. Finally these two images are fused using DTCWT to remove the noise while preserving the sharp details in the image. The filter is designed for removing Gaussian and Rician noise from the image volume. Quantitative validation of the proposed method was carried out on Brain web datasets by using several quality metrics. The results show that the proposed filter performed well than the recently proposed filters based on 3D Discrete Wavelet Transform, Rician NL-means filters. The proposed filter removes noise effectively while preserving fine structures such as edges, lines etc. Even for very noisy cases.
Keywords :
discrete wavelet transforms; image denoising; image fusion; magnetic resonance imaging; mixing; 3D discrete wavelet transform; 3D magnetic resonance image; Brainweb dataset; DTCWT; Gaussian noise; MR image denoising; Rician NL-means filter; Rician noise; blockwise nonlocal means filter; dual tree complex wavelet transform; filter design; image fusion; subband coeflicient mixing; Discrete wavelet transforms; Estimation; Noise reduction; PSNR; Dual Tree Complex Wavelet Transform; NL-Means Filtering; Structural Similarity Index (SSIM); Universal Quality Index (UQI); Wavelet Shrinkage;
Conference_Titel :
Electronic Systems, Signal Processing and Computing Technologies (ICESC), 2014 International Conference on
Conference_Location :
Nagpur
DOI :
10.1109/ICESC.2014.56