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1999 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'99) - Volume 1
Separating Reflections and Lighting Using Independent Components Analysis
Fort Collins, Colorado
June 23-June 25
ISBN: 0-7695-0149-4
Hany Farid, Massachusetts Institute of Technology
Edward H. Adelson, Massachusetts Institute of Technology
The image of an object can vary dramatically depending on lighting, specularities/reflections and shadows. It is often advantageous to separate these incidental variations from the intrinsic aspects of an image. This paper describes how the statistical tool of independent components analysis can be used to separate some of these incidental components. We describe the details of this method and show its efficacy with examples of separating reflections off glass, and separating the relative contributions of individual light sources.
Index Terms:
Vision and Learning, Low Level Vision, Applications - Vision and Robotics
Citation:
Hany Farid, Edward H. Adelson, "Separating Reflections and Lighting Using Independent Components Analysis," cvpr, vol. 1, pp.1262, 1999 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'99) - Volume 1, 1999
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