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You cannot incrementally train an SVM classifier. The save and read functions can be used to save an SVM to harddisk and later use it for prediction. Thus, you need to train it once for all the descriptors of your training set. Guess, from OpenCV you can only use MLP for online learning (maybe I am wrong here).