JIAO Sheng-xi, WEI Hong-jian. Application of rough set and wavelet in medical ultrasound images denoising[J]. 2013, 32(8): 146-148+152. DOI: 10.13873/j.1000-97872013.08.026.
To solve speckle noise in medical ultrasound images
a denoising method is proposed based on rough set and wavelet.This method
pending ultrasound image is partitioned into several sub-images based on equivalence relation in rough set
then logarithm transform for each sub-image is operated and wavelet decomposition is accomplished
wavelet coefficients are processed by adaptive threshold function.The denoised sub-images are obtained by wavelet inverse transform and exponential transform.The final denoising image is obtained by overlying denoised sub-images.Experimental results show that the proposed method is more effective in removing the noise while preserving more edges and detail features.
A versatile technique for visual enhancement of medical ultrasound images [J] . S. Gupta,L. Kaur,R.C. Chauhan,S.C. Saxena. Digital Signal Processing . 2007 (3)
Rough sets [J] . International Journal of Computer & Information Sciences . 1982 (5)