 The dimensionality of the descriptor has direct impact on both its computational complexity and point-matching robustness/accuracy.A short descriptor may be more robust against appearance variations, but may not offer sufficient discrimination and thus give too many false positives.The first step consists of fixing a reproducible orientation based on information from a circular region around the interest point.