Adaptive Image Decomposition into Cartoon and Texture Parts Optimized by the Orthogonality Criterion

In this paper, a new decomposition method is introduced that splits the image into geometric (or cartoon) and texture parts. Following a total variation based preprocesssing, the core of the proposed method is an anisotropic diffusion with an orthogonality-based parameter estimation and stopping con...

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Veröffentlicht in:IEEE transactions on image processing 2012-08, Vol.21 (8), p.3405-3415
Hauptverfasser: Szolgay, D., Sziranyi, T.
Format: Artikel
Sprache:eng
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Zusammenfassung:In this paper, a new decomposition method is introduced that splits the image into geometric (or cartoon) and texture parts. Following a total variation based preprocesssing, the core of the proposed method is an anisotropic diffusion with an orthogonality-based parameter estimation and stopping condition. The quality criterion is defined by the theoretical assumption that the cartoon and the texture components of an image are orthogonal to each other. The presented method has been compared with other decomposition algorithms through visual and numerical evaluation to prove its superiority.
ISSN:1057-7149
1941-0042
DOI:10.1109/TIP.2012.2192128