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I'ts hard to tell without testing which detector would be best for these objects, but I suggest you try also the latentSVM detector (detection by parts).

Latentsvm detector had trained models for "person" and "vehicle" (buses, cars) and there is the option to train new detectors (though it's not trivial and includes using the Matlab package and translating the models to xml).