| 王小兵孙久运.一种滤除医学影像噪声的混合滤波算法[J].,2011,11(20):3954-3957 |
| 一种滤除医学影像噪声的混合滤波算法 |
| A Medical Image Noise Filtering Hybrid Filter Algorithm |
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| DOI： |
| 中文关键词: 小波阈值去噪 数学形态学 维纳滤波 混合滤波算法 |
| 英文关键词: Wavelet shareholding denoising Mathematical morphology Wiener filters Hybrid filtering algorithm |
| 基金项目: |
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| 中文摘要: |
| 目的：医学影像在获取、存储、传输过程中会不同程度地受到噪声污染，这极大影像了其在临床诊疗中的应用。为了有效地滤
除医学影像噪声，提出了一种混合滤波算法。方法：该算法首先将含有高斯和椒盐噪声的图像进行形态学开运算，然后对开运算
后的图像进行二维小波分解，得到高频和低频小波分解系数。保留低频系数不变，将高频系数经过维纳滤波器进行滤波，最后进
行小波系数重构。结果：采用该混合滤波算法、小波阈值去噪、中值滤波、维纳滤波分别对含有混合噪声的医学影像分别进行滤除
噪声处理，该滤波算法去噪后影像的PSNR 值明显高于其他三种方法。结论：该混合滤波算法是一种较为有效的医学影像噪声滤
除方法。 |
| 英文摘要: |
| Objective: Medical image in acquisition, storage, and transport process may be polluted by all kinds of noise in
different degree. In order to effectively filter medical image noise, a hybrid filter algorithm was presented. Methods: Firstly, the medical
image which contains Gaussian and salt & pepper noise was implemented morphological opening operation. Then medical image through
two-dimensional wavelet decomposition, retaining the low frequency wavelet coefficient unchanged, at the same time the high frequency
wavelet coefficient was conducted wiener filtering.Finally, the wavelet coefficient were reconstructed. Results: Using this hybrid
algorithm, wavelet shareholding denoising, median filtering, and wiener filters respectively on the medical image which contains mixture
noise filtering processing. The algorithm is significantly higher than the PSNR value to the other three kings of filtering methods.
Conclusion: The hybrid filter algorithm is a kind of relatively effectively medical image noise fitter method. |
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