Classifying Surface Texture while Simultaneously Estimating Illumination Direction
International Journal of Computer Vision - Special Issue on Texture Analysis and Synthesis
Two-channel nonseparable wavelets statistically matched to 2-D images
Signal Processing
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The paper assesses the validity of a model, proposed by Kube and Pentland (1988), that relates a rough surface to its image texture. Simulation was used to assess whether a linear approximation is appropriate, and whether the optimal linear filter agrees with the predictions of Kube and Pentland's model. The predictions of the model about the image directionality were also assessed on real images. It was found that a linear model is capable of modeling the imaging process for surfaces of moderate roughness and Lambertian reflectance, and that, subject to a small modification, Kube and Pentland's model accurately predicts the relationship between surface and image spectra