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Training haar classifier.

A question about creating my own .xml file.

I've read that as many photos (positive and negative) should be used do increase the accuracy of the trained haar classifier.

But. Lets say, that I have a collection of 1000 pos.3000 neg. photos, and create my file. And compare that with a collection of about 1 000 000 pos, 3 000 000 negative. (yes, it will take some time :) ) Isnt the last xml file going to be so huge that it is impossible to use it for face tracking?

Or. I can ask the question in anoter way: The size of the final classifier file, does it depend on the amount of photos used during traing?

Thanks for reading!