Title :
A novel content-adaptive interpolation
Author :
Chan, Tai-Wai ; Au, Oscar C. ; Chong, Tak-Song ; Chau, Wing-San
Author_Institution :
Dept. of Electr. & Electron. Eng., Hong Kong Univ. of Sci. & Technol., China
Abstract :
We propose a content-adaptive interpolation algorithm for digital images. The proposed algorithm makes use of a non-linear spatial varying filter (SVF), which is simple but efficient in enlarging images. First, edge orientation statistics in an image are exploited, and then the information is used to determine suitable weights of neighboring pixels when interpolating the current pixel. Using the proposed approach, we can generate pixel values to replace missing ones such that sharp edges can be accurately reconstructed. Simulation results show that the proposed algorithm obtains better results in both subjective and objective quality measurements over existing methods.
Keywords :
edge detection; image reconstruction; interpolation; nonlinear filters; statistical analysis; content-adaptive interpolation algorithm; digital images; edge orientation statistics; edge reconstruction; image enlarging; nonlinear spatial varying filter; Digital images; Filters; Gold; Image edge detection; Image reconstruction; Interpolation; Nearest neighbor searches; Pixel; Spline; Statistics;
Conference_Titel :
Circuits and Systems, 2005. ISCAS 2005. IEEE International Symposium on
Print_ISBN :
0-7803-8834-8
DOI :
10.1109/ISCAS.2005.1466071