Blind Image Blur Identification in Cepstrum Domain

The type and extent of blur affect image quality and therefore its evaluation. This paper presents an accurate method for blur identification and parameter estimation from one image without a priori knowledge. The key idea of the proposed method is to perform Fourier transform of logarithm spectrum...

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Published in2007 16th International Conference on Computer Communications and Networks pp. 1166 - 1171
Main Authors Shiqian Wu, Zhongkang Lu, Ee Ping Ong, Weisi Lin
Format Conference Proceeding
LanguageEnglish
Published IEEE 01.08.2007
Subjects
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ISBN9781424412501
1424412501
ISSN1095-2055
DOI10.1109/ICCCN.2007.4317977

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Abstract The type and extent of blur affect image quality and therefore its evaluation. This paper presents an accurate method for blur identification and parameter estimation from one image without a priori knowledge. The key idea of the proposed method is to perform Fourier transform of logarithm spectrum to detect the periodic blur pattern in cepstrum domain instead of spectral nulls. Accordingly, the estimation of blur parameters is more accurate and robust to noise. The experimental results validate the accuracy of the proposed method.
AbstractList The type and extent of blur affect image quality and therefore its evaluation. This paper presents an accurate method for blur identification and parameter estimation from one image without a priori knowledge. The key idea of the proposed method is to perform Fourier transform of logarithm spectrum to detect the periodic blur pattern in cepstrum domain instead of spectral nulls. Accordingly, the estimation of blur parameters is more accurate and robust to noise. The experimental results validate the accuracy of the proposed method.
Author Weisi Lin
Ee Ping Ong
Zhongkang Lu
Shiqian Wu
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Snippet The type and extent of blur affect image quality and therefore its evaluation. This paper presents an accurate method for blur identification and parameter...
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StartPage 1166
SubjectTerms Additive noise
Autoregressive processes
blur identificationt
blur pattern
Cepstrum
Convolution
Degradation
Fourier transforms
Image processing
Image quality
Noise robustness
Parameter estimation
Title Blind Image Blur Identification in Cepstrum Domain
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