Surface orientation from random texture with directional bias

A.P. Witkin (1981) described a method of shape-from-texture using tangent vectors of texture line segments by assuming directional isotropy of the vectors. However, the texture of natural scenes is often nonisotropic with detectable bias. The authors propose a maximum likelihood estimate for recovering surface orientation from surfaces with nonisotropic texture. A priori information of the bias is used to achieve the objective. Experiments using artificial and real data show that the method is far better than Witkin's method for nonisotropic textures.<<ETX>>

[1]  Roland T. Chin,et al.  Shape from texture using the Wigner distribution , 1990, Comput. Vis. Graph. Image Process..

[2]  J. Aloimonos Shape from texture , 1988, Biological cybernetics.

[3]  K. A. Stevens Surface tilt (the direction of slant): A neglected psychophysical variable , 1983, Perception & psychophysics.

[4]  Andrew P. Witkin,et al.  Recovering Surface Shape and Orientation from Texture , 1981, Artif. Intell..

[5]  Andrew Blake,et al.  Shape from Texture: Estimation, Isotropy and Moments , 1990, Artif. Intell..

[6]  Narendra Ahuja,et al.  Shape From Texture: Integrating Texture-Element Extraction and Surface Estimation , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[7]  Kenichi Kanatani,et al.  Shape from Texture: General Principle , 1989, Artif. Intell..

[8]  J. Gibson The perception of visual surfaces. , 1950, The American journal of psychology.

[9]  K. Mardia Statistics of Directional Data , 1972 .

[10]  Ruzena Bajcsy,et al.  Texture gradient as a depth cue , 1976 .

[11]  Lisa M. Brown,et al.  Surface Orientation from Projective Foreshortening of Isotropic Texture Autocorrelation , 1990, IEEE Trans. Pattern Anal. Mach. Intell..