Abstract
Most digital cameras use a color filter array of mosaic pattern to capture the colors of the scene. To render a full-resolution color image using a singlechip camera, the missing information must be estimated from the surrounding pixels. In this paper, we present an edge-adaptive demosaicking method for color demosaicking. The algorithm first estimate missing green samples in red and blue position by determining direction of edge in horizontal, vertical and diagonal directions. After determining the green samples, missing red and blue samples estimated using color differences along the direction of edges. Experimental results demonstrate that the proposed method produces visually pleasing images and significantly outperforms existing demosaicking methods in terms peak signal-to-noise ratio (PSNR) and ΔEab, which is a measure for the average color distance between original and demosaicked images in the CIELAB color space.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Bayer, B.E.: Eastman Kodak Company: Color Imaging Arrays. US patent 3 971 065 (1975)
Longere, P., Zhang, X.M., Delahunt, P.B., Brainard, D.H.: Perceptual Assessment of Demosaicking Algorithm Performance. Proc. of IEEE 90, 123–132 (2002)
Adams, J.E.: Intersections Between Color Plane Interpolation and Other Image Processing Functions in Electronic Photography. In: Proceedings of SPIE, vol. 2416, pp. 144–151 (1995)
Adams, J., Parulski, K., Spaulding, K.: Color Processing in Digital Cameras. IEEE Micro 18(6), 20–30 (1998)
Hou, H., Andrews, H.: Cubic Splines for Image Interpolation and Digital Filtering. IEEE Trans. Acoustis, Speech and Signal Processing 26, 508–517 (1987)
Pei, S.C., Tam, K.I.: Effective Color Interpolation in CCD Color Filter Array Using Signal Correlation. IEEE Trans. Circuits Syst. Video Tech. 13(6), 503–513 (2003)
Moriya, S., Makita, J., Kuno, T., Matoba, N., Sugiura, H.: Advanced Demosaicking Methods Based on the Changes of Colors in a Local Region. IEEE Trans. Consumer Electron 52(1), 206–214 (2006)
Lukac, R., Martin, K., Plataniotis, K.N.: Demosaicked Image Postprocessing Using Local Color Ratios. IEEE Trans. Circuits Syst. Video Tech. 14(6), 914–920 (2004)
Li, X.: Demosaicking by Successive Approximation. IEEE Trans. Image Proc. 14(3), 370–379 (2005)
Hamilton Jr., J.F.: Adaptive Color Plane Interpolation in single Sensor Solor Electronic Camera. U. S. Patent 5, 629, 734 (1997)
Kimmel, R.: Demosaicking: Image Reconstruction from Color CCD Samples. IEEE Trans. Image Proc. 8, 1221–1228 (1999)
Chang, E., Cheung, S., Pan, D.: Color Filter Array Recovery Using a Threshold-based Variable Number of Gradients. In: Proceedings of SPIE, vol. 14, pp. 36–43 (1999)
Hirakawa, K., Parks, T.W.: Adaptive Homogeneity Directed Demosaicking Algorithm. IEEE Trans. Image Proc. 14(3), 360–369 (2005)
Chang, L., Tan, Y.P.: Effective Use of Spatial and Spectral Correlations for Color Filter Array Demosaicking. IEEE Trans. Consumer Electron. 50, 355–365 (2004)
Zhang, L., Wu, X.: Color Demosaicking via Directional Lineal Minimum Mean Square Error Estimation. IEEE Trans. Image Proc. 14(12), 2167–2178 (2005)
Laroche, C.A., Prescott, M.A.: Apparatus and Method for Adaptively Interpolating a Full Color Image Utilizing Chrominance Gradients. U. S. Patent 5 373 322 (1994)
Menon, D., Andriani, S., Calvagno, G.: Demosaicing with Directional Filtering and a Posteriori Decision. IEEE Trans. Image Proc. 16(1) (2007)
Images from KODAK Photo CD Photo Sampler (1991), http://www.site.uottawa.ca/~eduboid/demosaicking/
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2009 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Hossain, M.F., Alsharif, M.R., Yamashita, K. (2009). An Effective Edge-Adaptive Color Demosaicking Algorithm for Single Sensor Digital Camera Images. In: Huang, DS., Jo, KH., Lee, HH., Kang, HJ., Bevilacqua, V. (eds) Emerging Intelligent Computing Technology and Applications. ICIC 2009. Lecture Notes in Computer Science, vol 5754. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-04070-2_36
Download citation
DOI: https://doi.org/10.1007/978-3-642-04070-2_36
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-04069-6
Online ISBN: 978-3-642-04070-2
eBook Packages: Computer ScienceComputer Science (R0)