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
相关论文
共 50 条
  • [41] A MODIFIED ADAPTIVE MEDIAN FILTER METHOD AND ITS APPLICATIONS IN MEDICAL IMAGES
    Pan, Mei-Sen
    Tang, Jing-Tian
    Yang, Xiao-Li
    BIOMEDICAL ENGINEERING-APPLICATIONS BASIS COMMUNICATIONS, 2010, 22 (06): : 489 - 496
  • [42] Research on Yarn Diameter and Unevenness Based on an Adaptive Median Filter Denoising Algorithm
    Wang, Xiao
    Hou, Ru-Meng
    Gao, Xiao-Yan
    Xin, Bin-Jie
    FIBRES & TEXTILES IN EASTERN EUROPE, 2020, 28 (01) : 36 - 41
  • [43] An Improved Adaptive Genetic Algorithm and Its Application in Intelligent Course Scheduling System
    Wang, Peiping
    Xu, Xiaoping
    Liu, Chuhong
    2019 6TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND CONTROL ENGINEERING (ICISCE 2019), 2019, : 121 - 125
  • [44] Improved adaptive genetic algorithm and its application to backward analysis of geotechnical engineering
    Liu, Xuezeng
    Zhou, Min
    Tongji Daxue Xuebao/Journal of Tongji University, 2009, 37 (03): : 303 - 307
  • [45] Image recognition algorithm based on yarn hairiness compensation and adaptive median filter
    Sun Q.
    Chen X.
    Liu M.
    Sun Y.
    Xin B.
    Fangzhi Xuebao/Journal of Textile Research, 2019, 40 (01): : 62 - 66and72
  • [46] A new denoising method combines median filter with adaptive weighted median filter
    Xiao, Haixia
    Liu, Jianguo
    MIPPR 2013: MULTISPECTRAL IMAGE ACQUISITION, PROCESSING, AND ANALYSIS, 2013, 8917
  • [47] Image Denoising Algorithm Based on Improved Wavelet Threshold Function and Median Filter
    Qian, Ying
    2018 IEEE 18TH INTERNATIONAL CONFERENCE ON COMMUNICATION TECHNOLOGY (ICCT), 2018, : 1197 - 1202
  • [48] An improved algorithm based on Bloom filter and its application in bar code recognition and processing
    Mai Jiang
    Chunsheng Zhao
    Zaifeng Mo
    Jing Wen
    EURASIP Journal on Image and Video Processing, 2018
  • [49] An improved algorithm based on Bloom filter and its application in bar code recognition and processing
    Jiang, Mai
    Zhao, Chunsheng
    Mo, Zaifeng
    Wen, Jing
    EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING, 2018,
  • [50] Selective adaptive weighted median filter
    Jin, Lianghai
    Xiong, Caiquan
    Li, Dehua
    OPTICAL ENGINEERING, 2008, 47 (03)