Abstract
The sensor response function of a color camera is very essential to understand an overall camera imaging pipeline and to process captured images. It is also true when we characterize underlying imaging behaviors of the electron multiplying charge coupled device (EMCCD) camera, which was recently proposed to acquire color images in low-light-level conditions. Unlike existing CCD cameras, the EMCCD camera contains partially uni-modal spectral sensitivity functions (SSFs), some of which consists of two base (bi-modal) functions, thus often leading to a serious color distortion in existing characterization techniques. To address this problem, we propose a novel method that corrects output colors of the EMCCD camera by analyzing its partially uni-modal characteristics. Specifically, our goal is to correct such color distortion by adjusting bi-modal SSFs to be uni-modal. We remove the secondary region of bi-modal channels using a pre-calculated spectral sensitivity of the EMCCD camera. Experimental results demonstrate that the proposed method reduces the color distortion as well as enlarges a color gamut, which is crucial to color reproduction.
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References
Barnard K, Funt B (2002) Camera characterization for color research. Color Res Appl 27(3):152–163
Coates C, Denvir D, McHale N, Thornbury K, Hollywood M (2003) Ultra-sensitivity, speed and resolution: optimizing low-light microscopy with the back-illuminated electron multiplying CCD. Proc SPIE 5139:56–66
Denvir D, Conroy E (2003) Electron multiplying CCD technology: the new ICCD. Proc SPIE 4796:167–174
Fairchild M (2005) Color appearance models, 2nd edn. Addison-Wesley, Reading
Finlayson G, Hordley S (2001) Color constancy at a pixel. J Opt Soc Am A 18(2):253–264
Finlayson G, Hordley S, Lu C, Drew M (2006) On the removal of shadows from images. IEEE Trans Pattern Anal Mach Intell 28(1):59–68
Finlayson G, Hordley S, Hubel P (1998) Recovering device sensitivities with quadratic programming. In: Proceedings of the IS&T/SID 6th color imaging conference: color science, systems and applications, Scottsdale, Arizona, Nov 1998, pp 90–95
Francisco G, Roberts S (2004) Security surveillance challenges and proven thermal imaging capabilities in real-world applications, defense and security. Int Soc Opt Photonics: 811–822
Holst G, Lomheim T (2007) CMOS/CCD sensors and camera systems. SPIE Press, Bellingham
Hong G, Luo M, Rhodes P (2001) A study of digital camera colorimetric characterization based on polynomial modeling. Color Res Appl 26(1):76–84
Jerram P, Pool P, Bell R, Burt D, Bowring S, Spencer S (2001) The LLLCCD: low light imaging without the need for an intensifier. Proc SPIE 4306:178–186
Jerram P, Pool P, Burt D, Bell R, Robbins M (2006) Electron multiplying CCDs, in SNIC symposium: 1–5
Johnson C (1998) Review of electron-bombarded CCD cameras. Proc SPIE 3434:45–53
Kang H, Anderson P (1992) Neural network applications to the color scanner and printer calibrations. J Electron Imaging 1(2):125–134
Kang M, Kim B, Sohn K (2009) CIECAM02-based tone mapping technique for color image contrast enhancement. Opt Eng 48(8), 087001
Kang M, Yang U, Sohn K (2011) Spectral sensitivity estimation for EMCCD camera. IET Electron Lett 47(25):1369–1370
Kriesel J, Gat N (2006) Performance tests of true color night vision cameras. In: Military Sensing Symposia(MSS) specialty group on passive sensors, Orlando, FL, Feb 2006
Kriesel J, Gat N (2010) True-color night vision (TCNV) fusion system using a VNIR EMCCD and a LWIR microbolometer camera. Proc SPIE 7697, 76970Z 1–8
Luo M, Cui G, Li C (2006) Uniform colour spaces based on CIECAM02 colour appearance model. Color Res Appl 31(4):320–330
Morovic J, Luo M (2001) Evaluating gamut mapping algorithms for universal applicability. Color Res Appl 26(1):85–102
Robbins M, Hadwen B (2003) The noise performance of electron multiplying charge-coupled devices. IEEE Trans Electron Devices 50(5):1227–1232
Sharma G, Trussel H (1993) Characterization of scanner sensitivity. In: Proceedings of the IS&T/SID color imaging conference: transforms and portability of color, 103–107
Sharma G, Wu W, Dalal E (2005) The CIEDE2000 color difference formula: implementation notes, supplementary test data, and mathematical observations. Color Res Appl 30(1):21–30
Shen H, Xin J (2004) Spectral characterization of a color scanner by adaptive estimation. J Opt Soc Am A 21(7):1125–1130
Zhang W, Dai D (2008) Spectral reflectance estimation from camera responses by support vector regression and a composite model. J Opt Soc Am A 25(9):2286–2296
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This work was supported by the National Research Foundation of Korea (NRF) grant funded by the Korea government (MSIP) (NRF-2013R1A2A2A01068338).
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Son, J., Kang, M., Min, D. et al. EMCCD color correction based on spectral sensitivity analysis. Multimed Tools Appl 75, 7589–7604 (2016). https://doi.org/10.1007/s11042-015-2682-6
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DOI: https://doi.org/10.1007/s11042-015-2682-6