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Answer: I was loading the SVM incorrectly, as per this other question:

in opencv3, Algorithm::load() creates a new instance, so you have to load your SVM like:

Ptr<ml::svm> classifier = Algorithm::load<ml::svm>(filename); (in your original code, the newly loaded model was discarded, never transferred to your classifier instance)