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This is the same issue people have when doing deep learning classification on image patches. Something people have been doing there is using region proposal techniques. For example, the edgeboxes algorithm is awaiting merge into opencv_contrib and is just the right thing for this.

Also, if you have built your own pyramid implementation, keep in mind that OpenCV has a very efficient implementation which is heavily multithreaded.