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Find similar images fast

Hi all, I have a dataset of 200,000 images and I need to build a fast CBIR system. I came up with OpenCV, but I am totally newbie to the argument.

From what I understand I could create a FLANN index of SURF (or BRISK?) features, and then perform a KNN search over it.

I didn't find any step-by-step tutorial or example on the topic, so I really don't know where to start.

Could you help me?

Thanks!