Title :
A New Magnification Method for RGB Color Images Based on Subpixels Decomposition
Author :
Zeinali, Morteza ; Ghassemian, Hassan ; Moghaddasi, Mohammad Naser
Author_Institution :
Dept. of Commun., Tehran Sci. & Res. Branch, Islamic Azad Univ., Tehran, Iran
Abstract :
In this letter, we introduce a new image magnification method based on subpixel estimation. Different from general methods, we consider each pixel in an RGB color image as a linear combination of distinct object classes, and decompose it to an appropriate set of subpixels. This is done through a local search in a lookup table to get best matches, considering the pixel intensity level and its neighboring structure. The lookup table is obtained from input image which contains same target classes. This eliminates the need of any other training sets. The presented method is simple, capable of online implementation and preserves edges better. The results also show better visual effects and objective measures of quality and sharpness compared to interpolation methods.
Keywords :
image classification; image colour analysis; interpolation; table lookup; RGB color image; distinct object classes; image magnification method; interpolation method; lookup table; pixel intensity level; subpixel decomposition; subpixel estimation; target classes; Color; Estimation; Image edge detection; Image quality; Interpolation; Materials; Measurement; Image magnification; lookup table; subpixel decomposition;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2014.2311957