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Regularization Approaches to Demosaicking.

Authors :
Menon, Daniele
Calvagno, Giancarlo
Source :
IEEE Transactions on Image Processing; Oct2009, Vol. 18 Issue 10, p2209-2220, 12p, 8 Diagrams, 5 Charts, 1 Graph
Publication Year :
2009

Abstract

Abstract--Demosaicking is the process of reconstructing a full resolution color image from the sampled data acquired by a digit camera that apply a color filter array to a single sensor. In this paper, we propose a regularization approach to demosaicking, making use of some prior knowledge about natural color images, such as smoothness of each single color component and correlation between the different color channels. Initially, a quadratic strategy is considered and a general approach is reported. Then, an adaptive technique is analyzed, in order to improve the reconstruction near the edges and the discontinuities of the image. This is performed using a novel strategy that avoids computational demanding iterations. The proposed approach provides good performances and candidates itself for many applications. Moreover, since the response of the pixel sensors can be taken into account, it can handle nonideal acquisition devices. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
10577149
Volume :
18
Issue :
10
Database :
Complementary Index
Journal :
IEEE Transactions on Image Processing
Publication Type :
Academic Journal
Accession number :
44283192
Full Text :
https://doi.org/10.1109/TIP.2009.2025092