Frequency-Domain Analysis Based Exploitation Of Color Channels For Color Image Demosaicking

S. Jaiswal, V. Jakhetiya, K. Gui, Sharath Chandra Guntuku, A. Singla
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Abstract

Color-difference interpolation (CDI) has been a widely used technique for various color demosaicking methods. CDI-based methods perform interpolation in the color-difference domain assuming that the color-difference signal is a low-pass signal. Recently, a residual interpolation (RI) algorithm, which conducts interpolation in the residual domain, has been developed, and it assumes that the residual domain is flatter or smoother than the channel-difference domain. In this paper, we comprehensively show a frequency domain analysis of these assumptions and observe that it is image dependent and creates artifacts in the interpolated image. With this view, we propose an algorithm that uses the inter-color correlation as well as the residual smoothness among the different channel much better than the existing algorithms. Experimental results emphasize that the proposed algorithm atribute better performances the existing algorithms in terms of both visual and objective quality.
基于频域分析的彩色通道挖掘彩色图像去马赛克
色差插值(CDI)是一种广泛应用于各种颜色去马赛克方法的技术。基于cdi的方法在色差域进行插值,假设色差信号是低通信号。近年来,残差插值(RI)算法在残差域进行插值,该算法假设残差域比信道差分域更平坦或平滑。在本文中,我们全面展示了这些假设的频域分析,并观察到它是图像相关的,并在插值图像中产生伪影。鉴于此,我们提出了一种比现有算法更好地利用颜色间相关性和不同通道间剩余平滑度的算法。实验结果表明,该算法在视觉和客观质量上都优于现有算法。
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