JOURNAL ARTICLE

An improved non-local means algorithm for image denoising

Abstract

Non-Local Means (NLM) denoising algorithm uses Gaussian weighted Euclidean distance to measure the similarity between neighborhoods, but when the image noise level is high, the distance measurement method is not well filtered noise. In this paper, an improved nonlocal mean filter image denoising algorithm is designed by analyzing the shortcomings of Gaussian weighted Euclidean distance in measuring neighborhood similarity. The gradient information of a filtered image is used and applied to the Gaussian weighting coefficient to achieve the purpose of adaptive filtering. The experimental results show that the algorithm has better denoising effect than traditional algorithm, especially when the noise level is high, it has high peak signal to noise ratio.

Keywords:
Non-local means Euclidean distance Noise reduction Gaussian noise Noise (video) Similarity (geometry) Algorithm Noise measurement Weighting Artificial intelligence Filter (signal processing) Gaussian filter Gaussian Image (mathematics) Pattern recognition (psychology) Mathematics Median filter Bilateral filter Computer science Similarity measure Image denoising Computer vision Image processing

Metrics

21
Cited By
1.14
FWCI (Field Weighted Citation Impact)
9
Refs
0.83
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image Fusion Techniques
Physical Sciences →  Engineering →  Media Technology
Image Processing Techniques and Applications
Physical Sciences →  Engineering →  Media Technology

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