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Image Scaling by de la Vallée-Poussin Filtered Interpolation

Articolo
Data di Pubblicazione:
2023
Abstract:
We present a new image scaling method both for downscaling and upscaling, running with any scale factor or desired size. The resized image is achieved by sampling a bivariate polynomial which globally interpolates the data at the new scale. The method's particularities lay in both the sampling model and the interpolation polynomial we use. Rather than classical uniform grids, we consider an unusual sampling system based on Chebyshev zeros of the first kind. Such optimal distribution of nodes permits to consider near-best interpolation polynomials defined by a filter of de la Vallée-Poussin type. The action ray of this filter provides an additional parameter that can be suitably regulated to improve the approximation. The method has been tested on a significant number of different image datasets. The results are evaluated in qualitative and quantitative terms and compared with other available competitive methods. The perceived quality of the resulting scaled images is such that important details are preserved, and the appearance of artifacts is low. Competitive quality measurement values, good visual quality, limited computational effort, and moderate memory demand make the method suitable for real-world applications.
Tipologia CRIS:
01.01 Articolo in rivista
Keywords:
Image downscaling; Image upscaling; de la Vallée-Poussin interpolation; Chebyshev nodes
Elenco autori:
Ramella, Giuliana; Themistoclakis, Woula
Autori di Ateneo:
RAMELLA GIULIANA
THEMISTOCLAKIS WOULA
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/417338
Pubblicato in:
JOURNAL OF MATHEMATICAL IMAGING AND VISION
Journal
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URL

https://link.springer.com/article/10.1007/s10851-022-01135-6
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