An Improved Adaptive Median Filter Algorithm and Its Application

被引:4
|
作者
Ha, Rui [1 ,2 ]
Liu, Pengyu [1 ,2 ]
Jia, Kebin [1 ,2 ]
机构
[1] Beijing Lab Adv Informat Networks, Beijing, Peoples R China
[2] Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Adaptive Median Filter; Valid Pixel; The Best Window Size; Depth Image Filtering;
D O I
10.1007/978-3-319-50212-0_22
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Compared with traditional median filter, the filter performance of adaptive median filter has been improved at the cost of high computation complexity. An improved adaptive median filter algorithm is proposed in this paper. First, the filter window size is determined according to the distance between the valid pixels and the center pixels in the proposed algorithm, which can avoid the waste of pixels repeated sort in window expand process. Second, the improved algorithm only to take the median value from valid pixels within the window, effectively weakening the interference with noise point, it will improve the quality of image. Compared with the original algorithm, this proposed algorithm reduced the complexity of algorithm and improved effective of noise reduction, PSNR value average increases 10dB. Finally, this paper applied the algorithm on noise reduction with depth image captured from Kinect.
引用
收藏
页码:179 / 186
页数:8
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