research-article

A perception-based color space for illumination-invariant image processing

Authors:

Hamilton Y. Chong,

Steven J. Gortler,

Todd ZicklerAuthors Info & Claims

SIGGRAPH '08: ACM SIGGRAPH 2008 papers

Article No.: 61, Pages 1 - 7

https://doi.org/10.1145/1399504.1360660

Published: 01 August 2008 Publication History

Abstract

Motivated by perceptual principles, we derive a new color space in which the associated metric approximates perceived distances and color displacements capture relationships that are robust to spectral changes in illumination. The resulting color space can be used with existing image processing algorithms with little or no change to the methods.

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References

[1]

Aczel, J., Falmagne, J.-C., and Luce, R. D. 2000. Functional equations in the behavioral sciences. Math. Japonica 52, 3, 469--512.

[2]

Barnard, K., Martin, L., Funt, B., and Coath, A. 2002. A data set for colour research. Color Research and Application 27, 3, 147--151.

[3]

Berns, R. S., Alman, D. H., Reniff, L., Snyder, G. D., and Balonon-Rosen, M. R. 1991. Visual determination of suprathreshold color-difference tolerances using probit analysis. Color Research and Applications 16, 5, 297--316.

[4]

Castillo, E., and Ruiz-Cobo, M. R. 1992. Functional Equations and Modelling in Science and Engineering. CRC.

[5]

Chalmers, A. N., Soltic, S., and Jammalamadaka, R. 2007. A case for a ciecam02 colour appearance space. Manukau Dept. ECE Conf. Papers.

[6]

Chong, H. Y., Gortler, S. J., and Zickler, T. 2007. The von kries hypothesis and a basis for color constancy. ICCV.

[7]

Chong, H. Y. 2008. Geometric methods in perceptual image processing. Harvard University PhD Thesis (May).

Digital Library

[8]

Ebner, F., and Fairchild, M. D. 1998. Development and testing of a color space (ipt) with improved hue uniformity. Proc. 6th Color Imaging Conf., 8--13.

[9]

Fairchild, M. D. 2005. Color Appearance Models, 2nd ed. Wiley-IS&T.

[10]

Fechner, G. T. 1877. In Sachen der Psychophysik. Leipzig.

[11]

Finlayson, G., Drew, M., and Funt, B. 1993. Diagonal transforms suffice for color constancy. In ICCV93, 164--171.

[12]

Foster, D. H., Nascimento, S. M. C., and Amano, K. 2004. Information limits on neural identification of coloured surfaces in natural scenes. Visual Neuroscience 21, 331--336.

[13]

Georgiev, T. 2006. Covariant derivatives and vision. In ECCV '06, Springer-Verlag, Part IV, 56--69.

Digital Library

[14]

Judd, D. B., and Wyszecki, G. 1975. Color In Business, Science, and Industry. John Wiley and Sons.

[15]

Kimmel, R., Elad, M., Shaked, D., Keshet, R., and Sobel, K., 2002. A variational framework for retinex.

[16]

Luce, R. D. 1993. Let's not promulgate either fechner's erroneous algorithm or his unidimensional approach. Behavior and Brain Sciences 16, 155--156.

[17]

Luo, M. R. 2006. Colour difference formulae: Past, present and future. CIE Expert Symposium.

[18]

McCann, J. J. 2005. Do humans discount the illuminant? Proc. SPIE 5666, 9--16.

[19]

Moroney, N., Fairchild, M. D., Hunt, R. W. G., Li, C., Luo, M. R., and Newman, T. 2002. The ciecam02 color appearance model. In Color Imaging Conference, 23--27.

[20]

Palmer, S. E. 1999. Vision Science: Photons to Phenomenology. MIT Press.

[21]

Papandreou, G., and Maragos, P. 2007. Multigrid geometric active contour models. IEEE Trans. on Image Processing 16, 1 (Jan.), 229--240.

Digital Library

[22]

Pérez, P., Gangnet, M., and Blake, A. 2003. Poisson image editing. SIGGRAPH 22, 3, 313--318.

Digital Library

[23]

Resnikoff, H. L. 1975. Differential geometry and color perception. Journal of Mathematical Biology 2, 4, 97--131.

[24]

Resnikoff, H. L. 1989. The Illusion of Reality. Springer-Verlag.

Digital Library

[25]

Sharma, G., Wu, W., and Dalal, E. N. 2005. The ciede2000 color-difference formula: Implementation notes, supplementary test data, and mathematical observations. Color Research and Application 30, 1, 21--30.

[26]

Vos, J. 2006. From lower to higher colour metrics: a historical account. Clinical & Experimental Optometry 86, 6, 348--360.

[27]

West, G., and Brill, M. H. 1982. Necessary and sufficient conditions for von kries chromatic adaptation to give color constancy. Journal of Mathematical Biology 15, 2, 249--258.

[28]

Witt, K. 1999. Geometric relations between scales of small colour differences. Color Research and Applications 24, 2, 78--92.

[29]

Wyszecki, G., and Stiles, W. 1982. Color Science: concepts and methods, quantitative data and formulae. Wiley.

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Humphries JO'Brien KO'Brien LDunne N(2020)Impact of Illuminance on Object Detection in Industrial Vision Systems Using Neural Networks2020 2nd International Conference on Artificial Intelligence, Robotics and Control10.1145/3448326.3448330(24-28)Online publication date: 12-Dec-2020
https://dl.acm.org/doi/10.1145/3448326.3448330
Soni RKumar BChand S(2019)Text detection and localization in natural scene images based on text awareness scoreApplied Intelligence10.1007/s10489-018-1338-449:4(1376-1405)Online publication date: 1-Apr-2019
https://dl.acm.org/doi/10.1007/s10489-018-1338-4
Jaroensri RParis SHertzmann ABychkovsky VDurand F(2015)Predicting Range of Acceptable Photographic Tonal Adjustments2015 IEEE International Conference on Computational Photography (ICCP)10.1109/ICCPHOT.2015.7168372(1-9)Online publication date: Apr-2015
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Index Terms

A perception-based color space for illumination-invariant image processing
1. Computing methodologies
  1. Computer graphics

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cover image ACM Conferences

SIGGRAPH '08: ACM SIGGRAPH 2008 papers

August 2008

887 pages

ISBN:9781450301121

DOI:10.1145/1399504

Copyright © 2008 ACM.

Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Published: 01 August 2008

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August 11 - 15, 2008

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SIGGRAPH '08 Paper Acceptance Rate 90 of 518 submissions, 17%;

Overall Acceptance Rate 1,822 of 8,601 submissions, 21%

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Cited By

Humphries JO'Brien KO'Brien LDunne N(2020)Impact of Illuminance on Object Detection in Industrial Vision Systems Using Neural Networks2020 2nd International Conference on Artificial Intelligence, Robotics and Control10.1145/3448326.3448330(24-28)Online publication date: 12-Dec-2020
https://dl.acm.org/doi/10.1145/3448326.3448330
Soni RKumar BChand S(2019)Text detection and localization in natural scene images based on text awareness scoreApplied Intelligence10.1007/s10489-018-1338-449:4(1376-1405)Online publication date: 1-Apr-2019
https://dl.acm.org/doi/10.1007/s10489-018-1338-4
Jaroensri RParis SHertzmann ABychkovsky VDurand F(2015)Predicting Range of Acceptable Photographic Tonal Adjustments2015 IEEE International Conference on Computational Photography (ICCP)10.1109/ICCPHOT.2015.7168372(1-9)Online publication date: Apr-2015
https://doi.org/10.1109/ICCPHOT.2015.7168372
Sun LHuo QJia WChen K(2015)A robust approach for text detection from natural scene imagesPattern Recognition10.1016/j.patcog.2015.04.00248:9(2906-2920)Online publication date: 1-Sep-2015
https://dl.acm.org/doi/10.1016/j.patcog.2015.04.002
Vazquez-Corral JBertalmío M(2014)Spectral Sharpening of Color Sensors: Diagonal Color Constancy and BeyondSensors10.3390/s14030396514:3(3965-3985)Online publication date: 26-Feb-2014
https://doi.org/10.3390/s140303965
Fourie CSchoepfer E(2014)Data Transformation Functions for Expanded Search Spaces in Geographic Sample Supervised Segment GenerationRemote Sensing10.3390/rs60537916:5(3791-3821)Online publication date: 28-Apr-2014
https://doi.org/10.3390/rs6053791
Sun LHuo QJia WChen K(2014)Robust Text Detection in Natural Scene Images by Generalized Color-Enhanced Contrasting Extremal Region and Neural NetworksProceedings of the 2014 22nd International Conference on Pattern Recognition10.1109/ICPR.2014.469(2715-2720)Online publication date: 24-Aug-2014
https://dl.acm.org/doi/10.1109/ICPR.2014.469
Garrido PValgaerts LRehmsen OThormaehlen TPerez PTheobalt C(2014)Automatic Face ReenactmentProceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition10.1109/CVPR.2014.537(4217-4224)Online publication date: 23-Jun-2014
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Liu YGranier X(2012)Online Tracking of Outdoor Lighting Variations for Augmented Reality with Moving CamerasIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2012.5318:4(573-580)Online publication date: 1-Apr-2012
https://dl.acm.org/doi/10.1109/TVCG.2012.53
Shen CHuang SFu HHu S(2011)Adaptive partitioning of urban facadesACM Transactions on Graphics10.1145/2070781.202421830:6(1-10)Online publication date: 12-Dec-2011
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