SAR image despeckling using adaptive multiscale products thresholding in directionlet domain

A directionlet transform (DT)-based multiscale products thresholding is presented which uses a generalised cross-validation (GCV) technique for synthetic aperture radar image despeckling. DT has gained popularity over the past few years as an anisotropic, critically sampled and perfect reconstructio...

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Published inElectronics letters Vol. 49; no. 18; pp. 1183 - 1184
Main Authors Sethunadh, R, Thomas, T
Format Journal Article
LanguageEnglish
Published Stevenage The Institution of Engineering and Technology 29.08.2013
Institution of Engineering and Technology
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Abstract A directionlet transform (DT)-based multiscale products thresholding is presented which uses a generalised cross-validation (GCV) technique for synthetic aperture radar image despeckling. DT has gained popularity over the past few years as an anisotropic, critically sampled and perfect reconstruction transform with directional vanishing moments along any two directions. In this reported work, the multiscale correlation of DT is exploited by multiplying the adjacent scale coefficients to enhance edge structures while weakening noise. An optimal subband adaptive threshold based on GCV is then computed using this multiscale product. The despeckled image is finally synthesised by using the threshold applied DT coefficients. The employment of DT results in the significant features in images evolving with high magnitudes across scales, while the noise decays rapidly. The proposed scheme outperforms many of the traditional despeckling schemes in terms of speckle reduction and edge preservation.
AbstractList A directionlet transform (DT)-based multiscale products thresholding is presented which uses a generalised cross-validation (GCV) technique for synthetic aperture radar image despeckling. DT has gained popularity over the past few years as an anisotropic, critically sampled and perfect reconstruction transform with directional vanishing moments along any two directions. In this reported work, the multiscale correlation of DT is exploited by multiplying the adjacent scale coefficients to enhance edge structures while weakening noise. An optimal subband adaptive threshold based on GCV is then computed using this multiscale product. The despeckled image is finally synthesised by using the threshold applied DT coefficients. The employment of DT results in the significant features in images evolving with high magnitudes across scales, while the noise decays rapidly. The proposed scheme outperforms many of the traditional despeckling schemes in terms of speckle reduction and edge preservation.
Author Sethunadh, R
Thomas, T
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  organization: Department of Electronics, Cochin University of Science & Technology (CUSAT), Cochin, Kerala, India
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Cites_doi 10.1109/TGRS.2004.831231
10.1109/TIP.2006.877076
10.1016/S0146-664X(81)80018-4
10.1049/el.2011.2526
10.1109/76.564123
10.1016/S0165-1684(97)83621-3
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Issue 18
Keywords speckle
adjacent scale coefficients
transforms
directional vanishing moments
image enhancement
adaptive multiscale products thresholding
radar imaging
perfect reconstruction transform
GCV technique
edge detection
generalised cross-validation technique
directionlet transform
directionlet domain
DT multiscale correlation
synthetic aperture radar image despeckling
edge structure enhancement
weakening noise
threshold applied DT coefficients
edge preservation
image reconstruction
image denoising
synthetic aperture radar
optimal subband adaptive threshold
SAR image despeckling
speckle reduction
microwaves
image processing
Subband decomposition
Noise reduction
Speckle
remote sensing
Cross validation
anisotropic materials
Adaptive method
Noisy image
preservation
Image synthesis
correlation
Multiscale method
Sparse representation
Synthetic aperture radar
Threshold
Language English
License CC BY 4.0
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Snippet A directionlet transform (DT)-based multiscale products thresholding is presented which uses a generalised cross-validation (GCV) technique for synthetic...
A directionlet transform (DT)‐based multiscale products thresholding is presented which uses a generalised cross‐validation (GCV) technique for synthetic...
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SubjectTerms adaptive multiscale products thresholding
adjacent scale coefficients
Applied sciences
Artificial intelligence
Computer science; control theory; systems
Detection, estimation, filtering, equalization, prediction
directional vanishing moments
directionlet domain
directionlet transform
DT multiscale correlation
Earth, ocean, space
edge detection
edge preservation
edge structure enhancement
Exact sciences and technology
External geophysics
GCV technique
generalised cross‐validation technique
image denoising
image enhancement
image reconstruction
Information, signal and communications theory
optimal subband adaptive threshold
Pattern recognition. Digital image processing. Computational geometry
perfect reconstruction transform
radar imaging
Radar, sonar and navigation
Remote sensing, photointerpretation
SAR image despeckling
Signal and communications theory
Signal, noise
speckle
speckle reduction
synthetic aperture radar
synthetic aperture radar image despeckling
Telecommunications and information theory
threshold applied DT coefficients
transforms
weakening noise
Title SAR image despeckling using adaptive multiscale products thresholding in directionlet domain
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