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This paper presents a real-time system for detecting and tracking humans from mobile vehicles. The system integrates human detection and tracking algorithms and employs depth information obtained from a stereo vision system. Depth information is used to limit the search space of the detector. We also present a simpler and faster variant of the popular Adaboost human detector. Experimental results...