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EMCCD color correction based on spectral sensitivity analysis

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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

  1. Barnard K, Funt B (2002) Camera characterization for color research. Color Res Appl 27(3):152–163

    Article  Google Scholar 

  2. 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

    Article  Google Scholar 

  3. Denvir D, Conroy E (2003) Electron multiplying CCD technology: the new ICCD. Proc SPIE 4796:167–174

    Google Scholar 

  4. Fairchild M (2005) Color appearance models, 2nd edn. Addison-Wesley, Reading

    Google Scholar 

  5. Finlayson G, Hordley S (2001) Color constancy at a pixel. J Opt Soc Am A 18(2):253–264

    Article  Google Scholar 

  6. 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

    Article  Google Scholar 

  7. 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

  8. 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

  9. Holst G, Lomheim T (2007) CMOS/CCD sensors and camera systems. SPIE Press, Bellingham

    Google Scholar 

  10. 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

    Article  Google Scholar 

  11. 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

    Article  Google Scholar 

  12. Jerram P, Pool P, Burt D, Bell R, Robbins M (2006) Electron multiplying CCDs, in SNIC symposium: 1–5

  13. Johnson C (1998) Review of electron-bombarded CCD cameras. Proc SPIE 3434:45–53

    Article  Google Scholar 

  14. Kang H, Anderson P (1992) Neural network applications to the color scanner and printer calibrations. J Electron Imaging 1(2):125–134

    Article  Google Scholar 

  15. Kang M, Kim B, Sohn K (2009) CIECAM02-based tone mapping technique for color image contrast enhancement. Opt Eng 48(8), 087001

    Article  Google Scholar 

  16. Kang M, Yang U, Sohn K (2011) Spectral sensitivity estimation for EMCCD camera. IET Electron Lett 47(25):1369–1370

    Article  Google Scholar 

  17. 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

  18. 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

  19. Luo M, Cui G, Li C (2006) Uniform colour spaces based on CIECAM02 colour appearance model. Color Res Appl 31(4):320–330

    Article  Google Scholar 

  20. Morovic J, Luo M (2001) Evaluating gamut mapping algorithms for universal applicability. Color Res Appl 26(1):85–102

    Article  Google Scholar 

  21. Robbins M, Hadwen B (2003) The noise performance of electron multiplying charge-coupled devices. IEEE Trans Electron Devices 50(5):1227–1232

    Article  Google Scholar 

  22. 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

  23. 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

    Article  Google Scholar 

  24. Shen H, Xin J (2004) Spectral characterization of a color scanner by adaptive estimation. J Opt Soc Am A 21(7):1125–1130

    Article  Google Scholar 

  25. 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

    Article  MathSciNet  Google Scholar 

Download references

Acknowledgments

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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Correspondence to Kwanghoon Sohn.

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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

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