Effective texture classification by texton encoding induced statistical features

@article{Xie2015EffectiveTC,
  title={Effective texture classification by texton encoding induced statistical features},
  author={Jin Xie and Lei Zhang and Jane You and Simon C. K. Shiu},
  journal={Pattern Recognition},
  year={2015},
  volume={48},
  pages={447-457}
}
Effective and efficient texture feature extraction and classification is an important problem in image understanding and recognition. Recently, texton learning based texture classification approaches have been widely studied, where the textons are usually learned via K -means clustering or sparse coding methods. However, the K -means clustering is too coarse to characterize the complex feature space of textures, while sparse texton learning/encoding is time-consuming due to the l0-norm or l1… CONTINUE READING
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