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Journal of the Optical Society of America A

Journal of the Optical Society of America A


  • Vol. 20, Iss. 6 — Jun. 1, 2003
  • pp: 987–995

Illumination direction from texture shading

Jan J. Koenderink, Andrea J. van Doorn, Astrid M. L. Kappers, Susan F. te Pas, and Sylvia C. Pont  »View Author Affiliations

JOSA A, Vol. 20, Issue 6, pp. 987-995 (2003)

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We investigate the ability of human observers to judge the direction of illumination from image texture. Photographs of 61 real surfaces were used, taken from the Columbia–Utrecht Reflectance and Texture (Curet) database (http://www.cs.columbia.edu/CAVE/curet). All samples were normally viewed but obliquely illuminated, the elevation of the source being 22.5°, 45.0°, or 67.5°. The illumination was with a collimated, parallel beam. Stimuli were presented in random orientation, and observers had to judge both the elevation and the azimuth of the source. Observers judged the azimuth within approximately 15°, except for the fact that they committed random (with approximately 50% probability) sign flips (180° flips). Connected with this finding is the fact that observers judged the illumination to be from above rather than below in the overwhelming majority of cases, despite the fact that each case occurred with equal probability. The elevation of the illumination can be judged to some extent but is not far above chance level. The data are in good agreement with a simple model that bases the estimate of illumination direction on the second-order statistics of local luminance gradients. This locates the locus of the probable mechanism very early in the visual stream.

© 2003 Optical Society of America

OCIS Codes
(330.0330) Vision, color, and visual optics : Vision, color, and visual optics
(330.7310) Vision, color, and visual optics : Vision

Original Manuscript: October 29, 2002
Revised Manuscript: January 22, 2003
Manuscript Accepted: January 22, 2003
Published: June 1, 2003

Jan J. Koenderink, Andrea J. van Doorn, Astrid M. L. Kappers, Susan F. te Pas, and Sylvia C. Pont, "Illumination direction from texture shading," J. Opt. Soc. Am. A 20, 987-995 (2003)

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  1. J. D. Foley, A. van Dam, S. K. Feiner, J. F. Hughes, Computer Graphics, Principles and Practice (Addison-Wesley, Reading, Mass., 1990).
  2. J. Gårding, “Direct estimation of shape from texture,” IEEE Trans. Pattern Anal. Mach. Intell. 15, 1202–1208 (1993). [CrossRef]
  3. M. Oren, S. K. Nayar, “Visual appearance of matte surfaces,” Science 267, 1153–1156 (1995). [CrossRef] [PubMed]
  4. J. H. Lambert, Photometria Sive de Mensure de Gradibus Luminis, Colorum et Umbræ (Eberhard Klett, Augsburg, Germany, 1760).
  5. B. K. P. Horn, M. J. Brooks, Shape from Shading (MIT Press, Cambridge, Mass., 1989).
  6. J. J. Gibson, The Perception of the Visual World (Houghton Mifflin, Boston, 1950).
  7. R. Lu, “Ecological optics of materials,” Ph.D. dissertation (Utrecht University, Utrecht, The Netherlands, 2000).
  8. S. C. Pont, J. J. Koenderink, “Bidirectional texture contrast function,” in Proceedings of the European Conference on Computer Vision, Part IV, Vol. 2353 of Lecture Notes in Computer Science, A. Heyden, G. Sparr, M. Nielsen, P. Johansen, eds. (Springer-Verlag, Heidelberg, 2002), pp. 808–822.
  9. T. Leung, J. Malik, “Representing and recognizing the visual appearance of materials using three-dimensional textons,” Int. J. Comput. Vision 43, 29–44 (2001). [CrossRef]
  10. Columbia–Utrecht Reflectance and Texture (Curet) database, http://www.cs.columbia.edu/CAVE/curet .
  11. K. J. Dana, B. van Ginneken, S. K. Nayar, J. J. Koenderink, “Reflectance and texture of real-world surfaces,” in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (Institute of Electrical and Electronics Engineers, New York, 1997), pp. 151–157.
  12. K. J. Dana, B. van Ginneken, S. K. Nayar, J. J. Koenderink, “Reflectance and texture of real-world surfaces,” ACM (Assoc. Comput. Mach.) Trans. Graphics 18, 1–34 (1999). [CrossRef]
  13. M. S. Longuet-Higgins, “The statistical analysis of a random moving surface,” Philos. Trans. R. Soc. London Ser. A 249, 321–364 (1957). [CrossRef]
  14. A. Pentland, “On the extraction of shape information from shading,” in Proceedings of the Seventh National Conference on Artificial Intelligence (American Association for Artificial Intelligence Press, Menlo Park, Calif., 1988), pp. 826–830.
  15. V. S. Ramachandran, “Perceiving shape from shading,” Sci. Am. 259(2), 76–83 (1988). [CrossRef] [PubMed]
  16. R. G. F. Erens, A. M. L. Kappers, J. J. Koenderink, “Estimating local shape from shading in the presence of global shading,” Percept. Psychophys. 54, 334–342 (1993). [CrossRef] [PubMed]
  17. A. Papoulis, The Fourier Integral and Its Applications (McGraw-Hill, New York, 1962).
  18. R. Hess, “Developmental sensory impairment: amblyopia or tarachopia?” Hum. Neurobiol. 1, 1–29 (1982).
  19. A. Gershun, “The light field,” translated by P. Moon, G. Timoshenko, J. Math. Phys. (Cambridge, Mass.)18, 51–151 (1939).
  20. M. D. Spivak, A Comprehensive Introduction to Differential Geometry, 3rd ed. (Publish or Perish, Houston, Tex., 1999), five volumes.
  21. M. V. Berry, J. H. Hannay, “Umbilic points on Gaussian random surfaces,” J. Phys. A 10, 1809–1821 (1977). [CrossRef]
  22. J. J. Koenderink, A. J. van Doorn, “Generic neighborhood operators,” IEEE Trans. Pattern Anal. Mach. Intell. 14, 597–605 (1992). [CrossRef]

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