1. A multi-class classifier combination system comprising: a plurality of multi-class classifiers, each classifier for classifying a target feature captured in at least one feature stream; and a combination module for combining classifier outputs into a joint prediction, wherein each multi-class classifier prediction is weighted in accordance with a per-class weighting scheme prior to combining.