JOURNAL ARTICLE

Image denoising based on wavelet transform

Yan Ha

Year: 2009 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 7283 Pages: 728348-728348   Publisher: SPIE

Abstract

Several wavelet denoising methods based on wavelet transform, such as modulus maximum and threshold denoising, have been proposed in this paper. In modulus maximum method, we use a new piecewise cubic spline interpolating (PCSI) algorithm instead of alternate projection (AP) method to reconstruct wavelet coefficients. Middle threshold is presented based on wavelet shrinkage. It overcomes not only the discontinuous of hard-threshold algorithm but also the shortcoming that there is an invariable dispersion between the estimated wavelet coefficients and decomposed wavelet coefficients of soft-threshold algorithm. At the same time, it is more elastic than the soft- threshold and hard-threshold function.

Keywords:
Wavelet Wavelet packet decomposition Stationary wavelet transform Wavelet transform Cascade algorithm Mathematics Second-generation wavelet transform Noise reduction Algorithm Piecewise Discrete wavelet transform Pattern recognition (psychology) Artificial intelligence Computer science Mathematical analysis

Metrics

6
Cited By
0.62
FWCI (Field Weighted Citation Impact)
0
Refs
0.73
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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