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http://dx.doi.org/10.6109/jkiice.2012.16.2.344

Analysis on the new McMaster image dataset to develop demosaicking techniques  

Yoo, Hoon (상명대학교)
Publication Information
Journal of the Korea Institute of Information and Communication Engineering / v.16, no.2, 2012 , pp. 344-349 More about this Journal
Abstract
This paper describes experimental results and their analysis on the new test images, called as the McMaster image dataset, to develop demosaicking techniques. The well-known image dataset for demosaicking is so far the Kodak image dataset. However, different results have been reported, as the new image dataset is engaged in developing demosaicking techniques. Thus, we conduct a series of experiments on both the McMaster dataset and the Kodak dataset; we analyze and compare those experimental results; and we provide the peculiar features of the new dataset. Also, the experimental results and their analysis indicate that the McMaster dataset deserves to be a test image dataset for future demosaicking techniques; thus, we expect they can be utilized as basic data for demosaicking.
Keywords
Color filter array; Demosaicking; McMaster image dataset;
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1 A. Buades, B. Coll, J.-M. Morel, and C. Sbert, "Self-similarity driven color demosaicking," IEEE Trans. Image Process., vol. 18, no. 6, pp. 1192-1202, Jun. 2009.   DOI   ScienceOn
2 Xin Li, B. Gunturk, and L. Zhang, "Image demosaicking: a systematic survey," VCIP Proceedings of SPIE, vol. 6822, 2008.
3 L. Zhang, X. Wu, A. Buades, and X. Li, "Color demosaicking by local directional interpolation and non-local adaptive thresholding," J. Electron. Imaging, vol. 20. no. 2, Apr 2011.
4 N.-X. Lian, L. Chang, Y.-P. Tan, and V. Zagorodnov, "Adaptive filtering for color filter array demosaicking," IEEE Trans. Image Process., vol. 16, no. 10, pp. 2515-2525, Oct. 2007.   DOI   ScienceOn
5 R. Lukac, Single-sensor imaging: methods and applications for digital cameras, CRC Press, 2009.
6 B. K. Gunturk, Y. Altunbasak and R. M. Mersereau, "Color plane interpolation using alternating projections," IEEE Trans. Image Process., vol. 11, no. 9, pp. 997-1013, Sep. 2002.   DOI   ScienceOn
7 B. E. Bayer, "Color imaging array," US patent 3971065, 1975.
8 J. E. Adams and J. F. Hamilton Jr., "Adaptive color plane interpolation in single color electronic camera," US patent, 5506619, 1996.
9 R. Kimmel, "Demosaicing: Image reconstruction from CCD samples," IEEE Trans. Image Process., vol. 8, no. 9, pp. 1221-1228, Sep. 1999.   DOI   ScienceOn
10 R. Lukac, K. Martin, and K.N. Plataniotis, "Demosaicked image postprocessing using local color ratios," IEEE Trans. Circuit. Syst. for Video Tech., vol. 14, no. 6, pp. 914-920, June 2004.   DOI   ScienceOn
11 D. D. Muresan and T. W. Parks, "Demosaicing using optimal recovery," IEEE Trans. Image Process., vol. 14, no. 2, pp. 267-278, Feb. 2005.   DOI   ScienceOn
12 Xin Li, "Demosaicing by successive approximation," IEEE Trans. Image Process., vol. 14, no. 3, pp. 370-379, Mar. 2005.   DOI   ScienceOn
13 K. Hirakawa and T. W. Parks, "Adaptive homogeneitydirected demosaicing algorithm," IEEE Trans. Image Process., vol. 14, no. 3, pp. 360-369, Mar. 2005.   DOI   ScienceOn
14 D. Menon, S. Andriani, and G. Calvagno, "Demosaicing with directional filtering and a posteriori decision," IEEE Trans. Image Process., vol. 16, no. 1, pp. 132-141, Jan. 2007.   DOI   ScienceOn
15 A. Hanbury, "Constructing cylindrical coordinate colour spaces," ELSEVIER Pattern Recongnition Letters, vol. 29, pp. 494-500, 2008.   DOI   ScienceOn