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Tuning SIFT algorithm parameters?

I'm trying to produce VLAD codes starting from SIFT descriptors using OpenCV implementation with the Oxford Building Dataset.

SIFT has many parameters such as #octaves, #scales, contrastThreshold and edgeThreshold. The right values for these parameters can significantly improve descriptors VLAD precision, so tuning is needed.

What is a good way for this task? Any particular procedure is present? Any suggestion is more than welcome!