JOURNAL ARTICLE

An improved non-local means image denoising algorithm

Abstract

Non-Local means (NL-Means) algorithm is an effective denoising algorithm, but very dependent on the measured non-local similarity image blocks. In order to obtain as many similar image blocks as possible, we propose the Discrete Fourier Transform of local Gabor feature (LGF-DFT) which is rotation invariant and noise robust to measure the image blocks similarity, and fully utilize structural information of image patches. In addition, we optimize the weighted kernel function and the filter coefficient. Experimental results prove that the performance of NL-Means algorithm can be significantly improved by using the proposed similarity measure.

Keywords:
Non-local means Kernel (algebra) Algorithm Pattern recognition (psychology) Artificial intelligence Similarity (geometry) Similarity measure Image (mathematics) Noise reduction Image denoising Computer science Mathematics Invariant (physics) Filter (signal processing) Computer vision

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2
Cited By
0.13
FWCI (Field Weighted Citation Impact)
10
Refs
0.48
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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