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I'm working on the following classification task: Take two patches of an image and compare for illumination invariant texture similarity. There are a couple of features which could be used to compare two image patches for texture similarity. Candidates are Local Binary Patterns (LBP) or Histograms of Oriented Gradients (HOG). Both generate a feature vector. What I'm looking for is a good metric which can be used to compare two feature vectors for texture similarity as described above.

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