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Try these steps:

  • extract features and match them (FLANN is more suitable in most cases by the way)
  • compute a homography via RANSAC
  • warp your scene image into the direction of your pattern
  • compute a similarity measure between both images (if the warp was correct,they have the same dimension). You can use a normalized cross correlation or a correlation coefficient for example.