2001
DOI: 10.1046/j.1365-8711.2001.04812.x
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Scaling and correlation analysis of galactic images

Abstract: Different scaling and autocorrelation characteristics and their application to astronomical images are discussed: the structure function, the autocorrelation function, Fourier spectra and wavelet spectra. We recommend as the optimal mathematical tool the wavelet spectrum with a suitable choice of the analysing wavelet. We introduce the wavelet cross-correlation function which enables to study the correlation between images as a function of scale. The wavelet cross-correlation coefficient strongly depends on th… Show more

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Cited by 84 publications
(148 citation statements)
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“…The wavelet cross-correlation is a useful method to compare different images as a function of spatial scales (Frick et al 2001;Dumas et al 2011;and Tabatabaei et al 2007a). Whilst normal cross-correlation analysis such as pixel to pixel correlation can be dominated by bright extended regions or large scale structure, the wavelet cross-correlation allows the analysis of a scale-dependent correlation between two images.…”
Section: Wavelet Cross-correlation and Cre Propagation Lengthmentioning
confidence: 99%
“…The wavelet cross-correlation is a useful method to compare different images as a function of spatial scales (Frick et al 2001;Dumas et al 2011;and Tabatabaei et al 2007a). Whilst normal cross-correlation analysis such as pixel to pixel correlation can be dominated by bright extended regions or large scale structure, the wavelet cross-correlation allows the analysis of a scale-dependent correlation between two images.…”
Section: Wavelet Cross-correlation and Cre Propagation Lengthmentioning
confidence: 99%
“…We use κ = 2, which provides the same power law for the wavelet spectrum as for the conventional second-order structure function (Frick et al 2001). This selection also ensures a consistent comparison with previous studies (e.g.…”
Section: Algorithmsmentioning
confidence: 99%
“…Hughes et al 2006;Tabatabaei et al 2007a;Dumas et al 2011). By decomposing the images into maps containing the structures of a given scale we can analyze the cross-correlation of the analyzed maps scale-by-scale (Nesme-Ribes et al 1995;Frick et al 2001). The wavelet cross-correlation coefficient at scale a is defined for 2D maps as…”
Section: Algorithmsmentioning
confidence: 99%
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“…This property of the wavelet transform has led to the development of the wavelet-based Multiscale Vision Model (MVM; Bijaoui & Rué 1995;Rué & Bijaoui 1997), a procedure useful for identifying morphological features in astronomical images (e.g., Starck et al 2000;Adami et al 2005). Wavelet analyses have also been used to study the FIR-radio correlation within individual systems such as NGC 6946 (Frick et al 2001), the LMC ( Hughes et al 2006), and M33 (Tabatabaei et al 2007); in each of these studies a cross-correlation analysis was performed on the wavelet power spectra for images acquired at various wavelengths.…”
Section: Wavelet-based Image Decompositionmentioning
confidence: 99%