Title :
Fast edge-filtered image upsampling
Author :
Joshi, Shantanu H. ; Marquina, Antonio L. ; Osher, Stanley J. ; Dinov, Ivo ; Toga, Arthur W. ; Van Horn, John D.
Author_Institution :
Lab. of Neuro Imaging, Univ. of California, Los Angeles, CA, USA
Abstract :
We present a novel edge preserved interpolation scheme for fast upsampling of natural images. The proposed piecewise hyperbolic operator uses a slope-limiter function that conveniently lends itself to higher-order approximations and is responsible for restricting spatial oscillations arising due to the edges and sharp details in the image. As a consequence the upsampled image not only exhibits enhanced edges, and discontinuities across boundaries, but also preserves smoothly varying features in images. Experimental results show an improvement in the PSNR compared to typical cubic, and spline-based interpolation approaches.
Keywords :
approximation theory; edge detection; filtering theory; hyperbolic equations; image sampling; interpolation; splines (mathematics); PSNR; cubic-based interpolation; edge preserved interpolation scheme; fast edge-filtered image upsampling; higher-order approximations; piecewise hyperbolic operator; slope-limiter function; spatial oscillation restriction; spline-based interpolation; Conferences; Image edge detection; Image reconstruction; Image resolution; Interpolation; Spline; edge-preserving; interpolation; slope-limiter;
Conference_Titel :
Image Processing (ICIP), 2011 18th IEEE International Conference on
Conference_Location :
Brussels
Print_ISBN :
978-1-4577-1304-0
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2011.6115636