An adaptive minimum-maximum value-based weighted median filter for removing high density salt and pepper noise in medical images

被引:14
作者
Garg, Bharat [1 ]
机构
[1] Thapar Inst Engn & Technol Patiala, Patiala, Punjab, India
关键词
salt-and-pepper noise; median filter; mean filter; nonlinear filter; image processing;
D O I
10.1504/IJAHUC.2020.109795
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents an adaptive minimum-maximum value-based weighted median (AMMWM) filter that effectively restores noisy pixel in medical images at high noise density. The proposed filter computes two highly correlated groups of noise-free pixels using minimum and maximum value of the current window. Further, weighted medians of these groups determine the estimated value of candidate noisy pixel. If the current window fails to provide any noise-free pixels, its size is increased by one. The maximum size of window considered is 7 x 7 to minimise blurring. The proposed AMMWM filter is evaluated on various medical images where it provides higher quality metrics while preserving image features even at higher noise density. The simulation results using X-ray images show on an average 0.3 dB and 3.56 dB higher value of PSNR for wide (10%-90%) and very high (91%-98%) noise density ranges respectively.
引用
收藏
页码:84 / 95
页数:12
相关论文
共 26 条
[1]   Removal of High-Density Salt-and-Pepper Noise in Images With an Iterative Adaptive Fuzzy Filter Using Alpha-Trimmed Mean [J].
Ahmed, Faruk ;
Das, Swagatam .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2014, 22 (05) :1352-1358
[2]  
Aiswarya K., 2010, Proceedings of the 2010 Second International Conference on Computer Modeling and Simulation (ICCMS 2010), P409, DOI 10.1109/ICCMS.2010.310
[3]  
[Anonymous], 2002, DIGITAL IMAGE PROCES
[4]  
Arora S., 2018, PATTERN RECOGNITION
[5]  
Astola J., 1997, Fundamentals of Nonlinear Digital Filtering, V1st
[6]   Probabilistic decision based filter to remove impulse noise using patch else trimmed median [J].
Balasubramanian, G. ;
Chilambuchelvan, A. ;
Vijayan, S. ;
Gowrison, G. .
AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2016, 70 (04) :471-481
[7]   A new approach for high density saturated impulse noise removal using decision-based coupled window median filter [J].
Bhadouria, Vivek Singh ;
Ghoshal, Dibyendu ;
Siddiqi, Abul Hasan .
SIGNAL IMAGE AND VIDEO PROCESSING, 2014, 8 (01) :71-84
[8]  
Brahme A., 2014, Comprehensive Biomedical Physics
[9]  
Deivalakshmi S., 2010, 2010 5th International Conference on Industrial and Information Systems (ICIIS 2010), P309, DOI 10.1109/ICIINFS.2010.5578687
[10]   Different applied median filter in salt and pepper noise [J].
Erkan, Ugur ;
Gokrem, Levent ;
Enginoglu, Serdar .
COMPUTERS & ELECTRICAL ENGINEERING, 2018, 70 :789-798