A rapid learning algorithm for vehicle classification.

•A fast learning algorithm is introduced for real-time vehicle classification.•A fast feature selection method for AdaBoost is presented by combining a sample’s feature value with its class label.•A rapid incremental learning algorithm of AdaBoost is designed.