Abstract

This paper aims at showing that performing color calibration of an RGB camera can be achieved even in the case where the optical system before the camera introduces strong color distortion. In the present case, the optical system is a microscope containing a halogen lamp, with a nonuniform irradiance on the viewed surface. The calibration method proposed in this work is based on an existing method, but it is preceded by a three-step preprocessing of the RGB images aiming at extracting relevant color information from the strongly distorted images, taking especially into account the nonuniform irradiance map and the perturbing texture due to the surface topology of the standard color calibration charts when observed at micrometric scale. The proposed color calibration process consists first in computing the average color of the color-chart patches viewed under the microscope; then computing white balance, gamma correction, and saturation enhancement; and finally applying a third-order polynomial regression color calibration transform. Despite the nonusual conditions for color calibration, fairly good performance is achieved from a 48 patch Lambertian color chart, since an average CIE-94 color difference on the color-chart colors lower than 2.5 units is obtained.

© 2013 Optical Society of America

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2013 (1)

N. Destouches, N. Crespo-Monteiro, T. Epicier, Y. Lefkir, F. Vocanson, S. Reynaud, R. Charrière, and M. Hébert, “Permanent dichroic coloring of surfaces by laser-induced formation of chain-like self-organized silver nanoparticles within crystalline titania films,” Proc. SPIE 8609, 860905 (2013).
[CrossRef]

2012 (2)

P. Jackman, D.-W. Sun, and G. ElMasry, “Robust colour calibration of an imaging system using a colour space transform and advanced regression modelling,” Meat Sci. 91, 402–407 (2012).
[CrossRef]

K. Xiao, F. Zardawi, and J. M. Yates, “Colour management system for displaying microscope images,” Displays 33, 214–220 (2012).
[CrossRef]

2011 (2)

J. Quintana, R. Garcia, and L. Neumann, “A novel method for color correction in epiluminescence microscopy,” Comput. Med. Imaging Graph 35, 646–652 (2011).
[CrossRef]

P. Colantoni, J. B. Thomas, and J. Y. Hardeberg, “High-end colorimetric display characterization using an adaptive training set,” J. Soc. Inf. Disp. 19, 520–530 (2011).
[CrossRef]

2009 (1)

N. A. Valous, F. Mendoza, D.-W. Sun, and P. Allen, “Colour calibration of a laboratory computer vision system for quality evaluation of pre-sliced hams,” Meat science 81, 132–141 (2009).
[CrossRef]

2007 (1)

A. Neumann, A. Artusi, L. Neumann, G. Zotti, and W. Purgathofer, “Accurate display gamma functions based on human observation,” Color Res. Appl. 32, 310–319 (2007).
[CrossRef]

2006 (2)

W. Li, M. Soto-Thompson, and U. Gustafsson, “A new image calibration system in digital colposcopy,” Opt. Express 14, 12887–12901 (2006).
[CrossRef]

A. Wee, D. Lindsey, S. Kuo, and W. Johnston, “Color accuracy of commercial digital cameras for use in dentistry,” Dent. Mater. 22, 553–559 (2006).
[CrossRef]

2005 (2)

C. Grana, G. Pellacani, and S. Seidenari, “Practical color calibration for dermoscopy, applied to a digital epiluminescence microscope,” Skin Res. Technol. 11, 242–247 (2005).
[CrossRef]

R. Bala, G. Sharma, V. Monga, and J. P. V. de Capelle, “Two-dimensional transforms for device color correction and calibration,” IEEE Trans. Image Process. 14, 1172–1186 (2005).
[CrossRef]

2004 (1)

V. Cheung, S. Westland, D. Connah, and C. Ripamonti, “A comparative study of the characterisation of colour cameras by means of neural networks and polynomial transforms,” Color. Technol. 120, 19–25 (2004).
[CrossRef]

2003 (1)

A. Artusi and A. Wilkie, “Novel color printer characterization model,” J. Electron. Imaging 12, 448–458 (2003).
[CrossRef]

2001 (2)

G. Hong, M. R. Luo, and P. A. Rhodes, “A study of digital camera colorimetric characterization based on polynomial modeling,” Color Res. Appl. 26, 76–84 (2001).
[CrossRef]

M. R. Luo, G. Cui, and B. Rigg, “The development of the CIE 2000 colour-difference formula: CIEDE2000,” Color Res. Appl. 26, 340–350 (2001).
[CrossRef]

2000 (1)

Y. V. Haeghen, J. M. A. D. Naeyaert, I. Lemahieu, and W. Philips, “An imaging system with calibrated color image acquisition for use in dermatology,” IEEE Trans. Med. Imaging 19, 722–730 (2000).
[CrossRef]

1998 (1)

J. Lagarias, J. Reeds, M. Wright, and P. Wright, “Convergence properties of the Nelder–Mead simplex method in low Dimensions,” SIAM J. Optim. 9, 112–147 (1998).
[CrossRef]

1996 (1)

T. Johnson, “Methods for characterizing colour scanners and digital cameras,” Displays 16, 183–191 (1996).
[CrossRef]

1992 (1)

H. R. Kang and P. G. Anderson, “Neural network applications to the color scanner and printer calibrations,” J. Electron. Imaging 1, 125–135 (1992).
[CrossRef]

1991 (1)

P.-C. Hung, “Colorimetric calibration for scanners and media,” Proc. SPIE 1448, 164–174 (1991).
[CrossRef]

1988 (1)

C. J. Dalton, “The measurement of the colorimetric fidelity of television cameras,” J. Inst. Electron. Radio Eng. UK 58, 181–186 (1988).
[CrossRef]

Allen, P.

N. A. Valous, F. Mendoza, D.-W. Sun, and P. Allen, “Colour calibration of a laboratory computer vision system for quality evaluation of pre-sliced hams,” Meat science 81, 132–141 (2009).
[CrossRef]

Anderson, P. G.

H. R. Kang and P. G. Anderson, “Neural network applications to the color scanner and printer calibrations,” J. Electron. Imaging 1, 125–135 (1992).
[CrossRef]

Artusi, A.

A. Neumann, A. Artusi, L. Neumann, G. Zotti, and W. Purgathofer, “Accurate display gamma functions based on human observation,” Color Res. Appl. 32, 310–319 (2007).
[CrossRef]

A. Artusi and A. Wilkie, “Novel color printer characterization model,” J. Electron. Imaging 12, 448–458 (2003).
[CrossRef]

Baker, H.

J. Marguier, N. Bhatti, H. Baker, and S. Süsstrunk, “A home décor expert in your camera,” in Proceedings of the IS&T/SID 17th Color Imaging Conference (Society for Imaging Science and Technology, 2009), pp. 85–90.

Bala, R.

R. Bala, G. Sharma, V. Monga, and J. P. V. de Capelle, “Two-dimensional transforms for device color correction and calibration,” IEEE Trans. Image Process. 14, 1172–1186 (2005).
[CrossRef]

Bhatti, N.

J. Marguier, N. Bhatti, H. Baker, and S. Süsstrunk, “A home décor expert in your camera,” in Proceedings of the IS&T/SID 17th Color Imaging Conference (Society for Imaging Science and Technology, 2009), pp. 85–90.

Charrière, R.

N. Destouches, N. Crespo-Monteiro, T. Epicier, Y. Lefkir, F. Vocanson, S. Reynaud, R. Charrière, and M. Hébert, “Permanent dichroic coloring of surfaces by laser-induced formation of chain-like self-organized silver nanoparticles within crystalline titania films,” Proc. SPIE 8609, 860905 (2013).
[CrossRef]

Cheung, V.

V. Cheung, S. Westland, D. Connah, and C. Ripamonti, “A comparative study of the characterisation of colour cameras by means of neural networks and polynomial transforms,” Color. Technol. 120, 19–25 (2004).
[CrossRef]

Colantoni, P.

P. Colantoni, J. B. Thomas, and J. Y. Hardeberg, “High-end colorimetric display characterization using an adaptive training set,” J. Soc. Inf. Disp. 19, 520–530 (2011).
[CrossRef]

Connah, D.

V. Cheung, S. Westland, D. Connah, and C. Ripamonti, “A comparative study of the characterisation of colour cameras by means of neural networks and polynomial transforms,” Color. Technol. 120, 19–25 (2004).
[CrossRef]

Crespo-Monteiro, N.

N. Destouches, N. Crespo-Monteiro, T. Epicier, Y. Lefkir, F. Vocanson, S. Reynaud, R. Charrière, and M. Hébert, “Permanent dichroic coloring of surfaces by laser-induced formation of chain-like self-organized silver nanoparticles within crystalline titania films,” Proc. SPIE 8609, 860905 (2013).
[CrossRef]

Cui, G.

M. R. Luo, G. Cui, and B. Rigg, “The development of the CIE 2000 colour-difference formula: CIEDE2000,” Color Res. Appl. 26, 340–350 (2001).
[CrossRef]

Dalton, C. J.

C. J. Dalton, “The measurement of the colorimetric fidelity of television cameras,” J. Inst. Electron. Radio Eng. UK 58, 181–186 (1988).
[CrossRef]

Danny, P.

P. Danny, “RGB coordinates of the MacBeth ColorChecker,” (2006).

de Capelle, J. P. V.

R. Bala, G. Sharma, V. Monga, and J. P. V. de Capelle, “Two-dimensional transforms for device color correction and calibration,” IEEE Trans. Image Process. 14, 1172–1186 (2005).
[CrossRef]

Destouches, N.

N. Destouches, N. Crespo-Monteiro, T. Epicier, Y. Lefkir, F. Vocanson, S. Reynaud, R. Charrière, and M. Hébert, “Permanent dichroic coloring of surfaces by laser-induced formation of chain-like self-organized silver nanoparticles within crystalline titania films,” Proc. SPIE 8609, 860905 (2013).
[CrossRef]

ElMasry, G.

P. Jackman, D.-W. Sun, and G. ElMasry, “Robust colour calibration of an imaging system using a colour space transform and advanced regression modelling,” Meat Sci. 91, 402–407 (2012).
[CrossRef]

Epicier, T.

N. Destouches, N. Crespo-Monteiro, T. Epicier, Y. Lefkir, F. Vocanson, S. Reynaud, R. Charrière, and M. Hébert, “Permanent dichroic coloring of surfaces by laser-induced formation of chain-like self-organized silver nanoparticles within crystalline titania films,” Proc. SPIE 8609, 860905 (2013).
[CrossRef]

Garcia, R.

J. Quintana, R. Garcia, and L. Neumann, “A novel method for color correction in epiluminescence microscopy,” Comput. Med. Imaging Graph 35, 646–652 (2011).
[CrossRef]

Grana, C.

C. Grana, G. Pellacani, and S. Seidenari, “Practical color calibration for dermoscopy, applied to a digital epiluminescence microscope,” Skin Res. Technol. 11, 242–247 (2005).
[CrossRef]

Gustafsson, U.

Haeghen, Y. V.

Y. V. Haeghen, J. M. A. D. Naeyaert, I. Lemahieu, and W. Philips, “An imaging system with calibrated color image acquisition for use in dermatology,” IEEE Trans. Med. Imaging 19, 722–730 (2000).
[CrossRef]

Hardeberg, J. Y.

P. Colantoni, J. B. Thomas, and J. Y. Hardeberg, “High-end colorimetric display characterization using an adaptive training set,” J. Soc. Inf. Disp. 19, 520–530 (2011).
[CrossRef]

Hébert, M.

N. Destouches, N. Crespo-Monteiro, T. Epicier, Y. Lefkir, F. Vocanson, S. Reynaud, R. Charrière, and M. Hébert, “Permanent dichroic coloring of surfaces by laser-induced formation of chain-like self-organized silver nanoparticles within crystalline titania films,” Proc. SPIE 8609, 860905 (2013).
[CrossRef]

Hong, G.

G. Hong, M. R. Luo, and P. A. Rhodes, “A study of digital camera colorimetric characterization based on polynomial modeling,” Color Res. Appl. 26, 76–84 (2001).
[CrossRef]

Hung, P.-C.

P.-C. Hung, “Colorimetric calibration for scanners and media,” Proc. SPIE 1448, 164–174 (1991).
[CrossRef]

Hunt, R. W. G.

R. W. G. Hunt, Measuring Colour (Fountain, 1998).

Jackman, P.

P. Jackman, D.-W. Sun, and G. ElMasry, “Robust colour calibration of an imaging system using a colour space transform and advanced regression modelling,” Meat Sci. 91, 402–407 (2012).
[CrossRef]

Johnson, T.

T. Johnson, “Methods for characterizing colour scanners and digital cameras,” Displays 16, 183–191 (1996).
[CrossRef]

Johnston, W.

A. Wee, D. Lindsey, S. Kuo, and W. Johnston, “Color accuracy of commercial digital cameras for use in dentistry,” Dent. Mater. 22, 553–559 (2006).
[CrossRef]

Kang, H. R.

H. R. Kang and P. G. Anderson, “Neural network applications to the color scanner and printer calibrations,” J. Electron. Imaging 1, 125–135 (1992).
[CrossRef]

Kuo, S.

A. Wee, D. Lindsey, S. Kuo, and W. Johnston, “Color accuracy of commercial digital cameras for use in dentistry,” Dent. Mater. 22, 553–559 (2006).
[CrossRef]

Lagarias, J.

J. Lagarias, J. Reeds, M. Wright, and P. Wright, “Convergence properties of the Nelder–Mead simplex method in low Dimensions,” SIAM J. Optim. 9, 112–147 (1998).
[CrossRef]

Lefkir, Y.

N. Destouches, N. Crespo-Monteiro, T. Epicier, Y. Lefkir, F. Vocanson, S. Reynaud, R. Charrière, and M. Hébert, “Permanent dichroic coloring of surfaces by laser-induced formation of chain-like self-organized silver nanoparticles within crystalline titania films,” Proc. SPIE 8609, 860905 (2013).
[CrossRef]

Lemahieu, I.

Y. V. Haeghen, J. M. A. D. Naeyaert, I. Lemahieu, and W. Philips, “An imaging system with calibrated color image acquisition for use in dermatology,” IEEE Trans. Med. Imaging 19, 722–730 (2000).
[CrossRef]

Li, W.

Lindsey, D.

A. Wee, D. Lindsey, S. Kuo, and W. Johnston, “Color accuracy of commercial digital cameras for use in dentistry,” Dent. Mater. 22, 553–559 (2006).
[CrossRef]

Luo, M. R.

M. R. Luo, G. Cui, and B. Rigg, “The development of the CIE 2000 colour-difference formula: CIEDE2000,” Color Res. Appl. 26, 340–350 (2001).
[CrossRef]

G. Hong, M. R. Luo, and P. A. Rhodes, “A study of digital camera colorimetric characterization based on polynomial modeling,” Color Res. Appl. 26, 76–84 (2001).
[CrossRef]

Marguier, J.

J. Marguier, N. Bhatti, H. Baker, and S. Süsstrunk, “A home décor expert in your camera,” in Proceedings of the IS&T/SID 17th Color Imaging Conference (Society for Imaging Science and Technology, 2009), pp. 85–90.

Mendoza, F.

N. A. Valous, F. Mendoza, D.-W. Sun, and P. Allen, “Colour calibration of a laboratory computer vision system for quality evaluation of pre-sliced hams,” Meat science 81, 132–141 (2009).
[CrossRef]

Monga, V.

R. Bala, G. Sharma, V. Monga, and J. P. V. de Capelle, “Two-dimensional transforms for device color correction and calibration,” IEEE Trans. Image Process. 14, 1172–1186 (2005).
[CrossRef]

Naeyaert, J. M. A. D.

Y. V. Haeghen, J. M. A. D. Naeyaert, I. Lemahieu, and W. Philips, “An imaging system with calibrated color image acquisition for use in dermatology,” IEEE Trans. Med. Imaging 19, 722–730 (2000).
[CrossRef]

Neumann, A.

A. Neumann, A. Artusi, L. Neumann, G. Zotti, and W. Purgathofer, “Accurate display gamma functions based on human observation,” Color Res. Appl. 32, 310–319 (2007).
[CrossRef]

Neumann, L.

J. Quintana, R. Garcia, and L. Neumann, “A novel method for color correction in epiluminescence microscopy,” Comput. Med. Imaging Graph 35, 646–652 (2011).
[CrossRef]

A. Neumann, A. Artusi, L. Neumann, G. Zotti, and W. Purgathofer, “Accurate display gamma functions based on human observation,” Color Res. Appl. 32, 310–319 (2007).
[CrossRef]

Pellacani, G.

C. Grana, G. Pellacani, and S. Seidenari, “Practical color calibration for dermoscopy, applied to a digital epiluminescence microscope,” Skin Res. Technol. 11, 242–247 (2005).
[CrossRef]

Philips, W.

Y. V. Haeghen, J. M. A. D. Naeyaert, I. Lemahieu, and W. Philips, “An imaging system with calibrated color image acquisition for use in dermatology,” IEEE Trans. Med. Imaging 19, 722–730 (2000).
[CrossRef]

Purgathofer, W.

A. Neumann, A. Artusi, L. Neumann, G. Zotti, and W. Purgathofer, “Accurate display gamma functions based on human observation,” Color Res. Appl. 32, 310–319 (2007).
[CrossRef]

Quintana, J.

J. Quintana, R. Garcia, and L. Neumann, “A novel method for color correction in epiluminescence microscopy,” Comput. Med. Imaging Graph 35, 646–652 (2011).
[CrossRef]

Reeds, J.

J. Lagarias, J. Reeds, M. Wright, and P. Wright, “Convergence properties of the Nelder–Mead simplex method in low Dimensions,” SIAM J. Optim. 9, 112–147 (1998).
[CrossRef]

Reynaud, S.

N. Destouches, N. Crespo-Monteiro, T. Epicier, Y. Lefkir, F. Vocanson, S. Reynaud, R. Charrière, and M. Hébert, “Permanent dichroic coloring of surfaces by laser-induced formation of chain-like self-organized silver nanoparticles within crystalline titania films,” Proc. SPIE 8609, 860905 (2013).
[CrossRef]

Rhodes, P. A.

G. Hong, M. R. Luo, and P. A. Rhodes, “A study of digital camera colorimetric characterization based on polynomial modeling,” Color Res. Appl. 26, 76–84 (2001).
[CrossRef]

Rigg, B.

M. R. Luo, G. Cui, and B. Rigg, “The development of the CIE 2000 colour-difference formula: CIEDE2000,” Color Res. Appl. 26, 340–350 (2001).
[CrossRef]

Ripamonti, C.

V. Cheung, S. Westland, D. Connah, and C. Ripamonti, “A comparative study of the characterisation of colour cameras by means of neural networks and polynomial transforms,” Color. Technol. 120, 19–25 (2004).
[CrossRef]

Seidenari, S.

C. Grana, G. Pellacani, and S. Seidenari, “Practical color calibration for dermoscopy, applied to a digital epiluminescence microscope,” Skin Res. Technol. 11, 242–247 (2005).
[CrossRef]

Sharma, G.

R. Bala, G. Sharma, V. Monga, and J. P. V. de Capelle, “Two-dimensional transforms for device color correction and calibration,” IEEE Trans. Image Process. 14, 1172–1186 (2005).
[CrossRef]

G. Sharma, Digital Color Imaging Handbook (CRC Press, 2002).

Soto-Thompson, M.

Stamm, S.

S. Stamm, “An investigation of color tolerance,” in TAGA Proceedings, (Technical Association of the Graphic Arts, 1981), pp. 156–173.

Stiles, W. S.

G. Wyszecki and W. S. Stiles, Color Science: Concepts and Methods, Quantitative Data and Formulae, 2nd ed. (Wiley, 1982).

Sun, D.-W.

P. Jackman, D.-W. Sun, and G. ElMasry, “Robust colour calibration of an imaging system using a colour space transform and advanced regression modelling,” Meat Sci. 91, 402–407 (2012).
[CrossRef]

N. A. Valous, F. Mendoza, D.-W. Sun, and P. Allen, “Colour calibration of a laboratory computer vision system for quality evaluation of pre-sliced hams,” Meat science 81, 132–141 (2009).
[CrossRef]

Süsstrunk, S.

J. Marguier, N. Bhatti, H. Baker, and S. Süsstrunk, “A home décor expert in your camera,” in Proceedings of the IS&T/SID 17th Color Imaging Conference (Society for Imaging Science and Technology, 2009), pp. 85–90.

Thomas, J. B.

P. Colantoni, J. B. Thomas, and J. Y. Hardeberg, “High-end colorimetric display characterization using an adaptive training set,” J. Soc. Inf. Disp. 19, 520–530 (2011).
[CrossRef]

Valous, N. A.

N. A. Valous, F. Mendoza, D.-W. Sun, and P. Allen, “Colour calibration of a laboratory computer vision system for quality evaluation of pre-sliced hams,” Meat science 81, 132–141 (2009).
[CrossRef]

Vocanson, F.

N. Destouches, N. Crespo-Monteiro, T. Epicier, Y. Lefkir, F. Vocanson, S. Reynaud, R. Charrière, and M. Hébert, “Permanent dichroic coloring of surfaces by laser-induced formation of chain-like self-organized silver nanoparticles within crystalline titania films,” Proc. SPIE 8609, 860905 (2013).
[CrossRef]

Wee, A.

A. Wee, D. Lindsey, S. Kuo, and W. Johnston, “Color accuracy of commercial digital cameras for use in dentistry,” Dent. Mater. 22, 553–559 (2006).
[CrossRef]

Westland, S.

V. Cheung, S. Westland, D. Connah, and C. Ripamonti, “A comparative study of the characterisation of colour cameras by means of neural networks and polynomial transforms,” Color. Technol. 120, 19–25 (2004).
[CrossRef]

Wilkie, A.

A. Artusi and A. Wilkie, “Novel color printer characterization model,” J. Electron. Imaging 12, 448–458 (2003).
[CrossRef]

Wright, M.

J. Lagarias, J. Reeds, M. Wright, and P. Wright, “Convergence properties of the Nelder–Mead simplex method in low Dimensions,” SIAM J. Optim. 9, 112–147 (1998).
[CrossRef]

Wright, P.

J. Lagarias, J. Reeds, M. Wright, and P. Wright, “Convergence properties of the Nelder–Mead simplex method in low Dimensions,” SIAM J. Optim. 9, 112–147 (1998).
[CrossRef]

Wyszecki, G.

G. Wyszecki and W. S. Stiles, Color Science: Concepts and Methods, Quantitative Data and Formulae, 2nd ed. (Wiley, 1982).

Xiao, K.

K. Xiao, F. Zardawi, and J. M. Yates, “Colour management system for displaying microscope images,” Displays 33, 214–220 (2012).
[CrossRef]

Yates, J. M.

K. Xiao, F. Zardawi, and J. M. Yates, “Colour management system for displaying microscope images,” Displays 33, 214–220 (2012).
[CrossRef]

Zardawi, F.

K. Xiao, F. Zardawi, and J. M. Yates, “Colour management system for displaying microscope images,” Displays 33, 214–220 (2012).
[CrossRef]

Zotti, G.

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