DocumentCode
118028
Title
Iterative edge-directed image upscaling with high directionality
Author
Hosogai, Eri ; Tanaka, Yuichi
Author_Institution
Grad. Sch. of BASE, Tokyo Univ. of Agric. & Technol., Koganei, Japan
fYear
2014
fDate
9-12 Dec. 2014
Firstpage
1
Lastpage
4
Abstract
Variety of image upscaling methods has been proposed and used in computer tools due to the increasing number of practical applications. The essential objectives of image upscaling are: it should be fast, natural to human perception and does not yield annoying artifacts. This paper proposes an edge-directed iterative image interpolation based on the second-order derivatives along multiple directions. Our method uses the assumption that the second-order derivatives of the image intensities are continuous along the interpolation directions. We first initialize the pixel values based on a grid filling and iteratively modify the interpolated pixels by minimizing an objective function depending on the second-order directional derivatives. Especially our method provides better results in edge regions while the computation time is reduced compared to other existing upscaling methods. Image coding with the proposed interpolation method is also performed as a possible application.
Keywords
image processing; interpolation; iterative methods; edge-directed iterative image interpolation; grid filling; image intensities; interpolation directions; iterative edge-directed image upscaling method; second-order directional derivatives; Image coding; Image edge detection; Image quality; Image resolution; Interpolation; PSNR;
fLanguage
English
Publisher
ieee
Conference_Titel
Asia-Pacific Signal and Information Processing Association, 2014 Annual Summit and Conference (APSIPA)
Conference_Location
Siem Reap
Type
conf
DOI
10.1109/APSIPA.2014.7041585
Filename
7041585
Link To Document