Fast edge-preserving noise reduction for ultrasound images

被引:32
作者
Chinrungrueng, C [1 ]
Suvichakorn, A [1 ]
机构
[1] Chulalongkorn Univ, Dept Elect Engn, Bangkok 10330, Thailand
关键词
mean filter; median filter; Savitzky-Golay filter; speckle noise; ultrasound images;
D O I
10.1109/23.940174
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 [电气工程]; 0809 [电子科学与技术];
摘要
Edge-preserving noise reduction is an essential operation for computer-aided ultrasound image processing and understanding. This paper describes a novel filter which is a two-dimensional (2-D) extension of the one-dimensional (I-D) Savitzky-Golay filter. The new filter, referred to as the 2-D weighted Savitzky-Golay filter, is based on the least squares fitting of a polynomial function to image intensities. The performance of the proposed filter has been compared with that of the commonly used median filter in reducing speckle noise on a synthetic image and an ultrasound thyroid image. Experimental results indicate that on these particular examples, the new filter can achieve at least the same level of noise reduction and edge preservation as that of the median filter, but with far less computation time. Since its complexity scales linearly with the problem size, the new filter is suitable for filtering problems with large windows. In addition, its performance also shows to be less sensitive to the size of the filtering window compared to the median filter.
引用
收藏
页码:849 / 854
页数:6
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