A Synchronization Algorithm of MRI Denoising and Contrast Enhancement Based on PM-CLAHE Model

On clinical applications, many magnetic resonance (MR) Images obtained directly by the instruments are not satisfied by doctors. For example, there are some noises and poor contrast in the MR images. These shortcomings would affect the efficiency of feature extraction or recognition later. To solve this problem, the paper proposes a synchronization algorithm of denoising and contrast enhancement. By constructing a differential equation of limited adaptive histogram equalization, the edge denoising and enhancement are completed with the improved PM model. The algorithm draws on the advantages of the two original models, and the practicality and accuracy are proved by the results of the experiments.

[1]  Guillermo Sapiro,et al.  Shape preserving local contrast enhancement , 1997, Proceedings of International Conference on Image Processing.

[2]  Xin Liu,et al.  An Image Authentication Scheme Based on Correlation , 2010, J. Digit. Content Technol. its Appl..

[3]  Syed Amjad Ali,et al.  CT Image Denoising Technique using GA aided Window-based Multiwavelet Transformation and Thresholding with the Incorporation of an Effective Quality Enhancement Method , 2010, J. Digit. Content Technol. its Appl..

[4]  M. Kazubek,et al.  Wavelet domain image denoising by thresholding and Wiener filtering , 2003, IEEE Signal Processing Letters.

[5]  Cheng Lei Image denoising based on stationary wavelet-based anisotropic diffusion , 2010 .

[6]  Jitendra Malik,et al.  Scale-Space and Edge Detection Using Anisotropic Diffusion , 1990, IEEE Trans. Pattern Anal. Mach. Intell..

[7]  Tien D. Bui,et al.  Multivariate statistical modeling for image denoising using wavelet transforms , 2005, Signal Process. Image Commun..

[8]  John D. Austin,et al.  Adaptive histogram equalization and its variations , 1987 .

[9]  Hui Zhu,et al.  Image Contrast Enhancement by Constrained Local Histogram Equalization , 1999, Comput. Vis. Image Underst..

[10]  Jean-Luc Starck,et al.  Stein Block Thresholding For Image Denoising , 2008, 0809.3486.

[11]  Li Feng MRI Medical Image Denoising Based on BEMD and Wavelet Thresholding , 2009 .

[12]  Rafael C. González,et al.  Digital image processing using MATLAB , 2006 .