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Instead of using canny or hough algorithm, generate a global descriptor per patch and use any machine learning mechanism, like a support vector machine, to separate pallet from non pallet patches. When choosing a global feature descriptor, look at LBP histograms or so, but select a feature descriptor that is known for a good texture classification!
