ECCV '94 Proceedings of the third European conference on Computer vision (vol. 1)
Vision: A Computational Investigation into the Human Representation and Processing of Visual Information
Shape from texture: an aggregation transform that maps a class of textures into surface orientation
IJCAI'79 Proceedings of the 6th international joint conference on Artificial intelligence - Volume 1
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This paper shows how the apparatus of robust statistics can be used to extract consistent estimates of surface orientation using shape-from-texture. We make initial estimates of surface orientation by measuring the affine distortion of neighbouring spectral peaks. We show how the initial orientation estimates can be refined using a process of robust smoothing and subsequently used for reliable curvature estimation. We apply the method to a variety of real-world and synthetic imagery. Here it is demonstrated to provide useful estimates of curvature.