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How about using the OpenTLD tracker? http://personal.ee.surrey.ac.uk/Personal/Z.Kalal/tld.html Since OpenTLD requires initialization of its target(s), you can use your classifiers to find the initial position of all your objects and pass it to the OpenTLD, which should do the rest. It's just a thought, I 've never used OpenTLD...