Title :
Color plane interpolation using alternating projections
Author :
Gunturk, Bahadir K. ; Altunbasak, Yucel ; Mersereau, Russell M.
Author_Institution :
Center for Signal & Image Process., Georgia Inst. of Technol., Atlanta, GA, USA
fDate :
9/1/2002 12:00:00 AM
Abstract :
Most commercial digital cameras use color filter arrays to sample red, green, and blue colors according to a specific pattern. At the location of each pixel only one color sample is taken, and the values of the other colors must be interpolated using neighboring samples. This color plane interpolation is known as demosaicing; it is one of the important tasks in a digital camera pipeline. If demosaicing is not performed appropriately, images suffer from highly visible color artifacts. In this paper we present a new demosaicing technique that uses inter-channel correlation effectively in an alternating-projections scheme. We have compared this technique with six state-of-the-art demosaicing techniques, and it outperforms all of them, both visually and in terms of mean square error.
Keywords :
cameras; correlation methods; image colour analysis; interpolation; optical filters; alternating projections; color artifacts; color filter arrays; color plane interpolation; demosaicing; digital cameras; inter-channel correlation; Digital cameras; Digital filters; Image processing; Interpolation; Lattices; Mean square error methods; Pipelines; Signal processing; Spline;
Journal_Title :
Image Processing, IEEE Transactions on
DOI :
10.1109/TIP.2002.801121