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X-ray image denoising based on wavelet transform and median filter

Hanlei Dong

Hanlei Dong

Department of Computer and Information Engineering, Luoyang Institute of Science and TechnologyLuoyang, China
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Dong, Hanlei
, 
Liguo Zhao

Liguo Zhao

Department of Computer and Information Engineering, Luoyang Institute of Science and TechnologyLuoyang, China
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Zhao, Liguo
, 
Yunxing Shu

Yunxing Shu

Department of Computer and Information Engineering, Luoyang Institute of Science and TechnologyLuoyang, China
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Shu, Yunxing
 und 
Neal N. Xiong

Neal N. Xiong

Department of Mathematics and Computer Science, Northeastern State UniversityUSA
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Xiong, Neal N.
  
21. Dez. 2020
X-ray image denoising based on wavelet transform and median filter's Cover Image
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Online veröffentlicht: 21. Dez. 2020
Seitenbereich: 435 - 442
Eingereicht: 06. Juni 2020
Akzeptiert: 14. Aug. 2020
DOI: https://doi.org/10.2478/amns.2020.2.00062
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© 2020 Hanlei Dong et al., published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.

Fig. 1

Comparison of the salt and pepper noise in filtering images by median filtering.
Comparison of the salt and pepper noise in filtering images by median filtering.

Fig. 2

Diagram of image wavelet decomposition.
Diagram of image wavelet decomposition.

Fig. 3

Compare the filtering effect.
Compare the filtering effect.

Experimental results of the denoising of the FEI image with mixed noise by different algorithms (MSE/PSNR)_

Impulse (salt and pepper) noise0.050.10.20.050.10.2
Gaussian white noise0.010.010.010.020.020.02
Noise image1562.134/16.00522442.991/14.07614312.669/11.65692142.309/14.66743026.395/13.20024744.419/11.2596
Median filtering algorithm557.8286/20.4483580.9237/20.2745597.7874/20.11841031.996/17.80281061.468/17.66011061.973/17.6579
VisuShrink soft threshold method265.7028/23.6036356.5844/22.3437575.4486/20.6593283.8094/23.3212369.1374/22.1506515.6530/20.7221
Algorithm of this paper144.3706/26.2155145.5194/26.1817160.3172/25.7669212.1041/24.5683215.3995/24.5023227.1514/24.2748
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Englisch
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Biologie, Biologie, andere, Mathematik, Angewandte Mathematik, Mathematik, Allgemeines, Physik, Physik, andere
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