A spectral histogram model for texton modeling and texture discrimination

@article{Liu2002ASH,
  title={A spectral histogram model for texton modeling and texture discrimination},
  author={Xiuwen Liu and D. L. Wang},
  journal={Vision Research},
  year={2002},
  volume={42},
  pages={2617-2634}
}
We suggest a spectral histogram, defined as the marginal distribution of filter responses, as a quantitative definition for a texton pattern. By matching spectral histograms, an arbitrary image can be transformed to an image with similar textons to the observed. We use the chi(2)-statistic to measure the difference between two spectral histograms, which leads to a texture discrimination model. The performance of the model well matches psychophysical results on a systematic set of texture… CONTINUE READING
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