A speed performance improved vehicle tracking system on a given set of evaluation videos of a street surveillance system is presented. We implement multi-threading technique to meet the requirement of realtime performance which demanded in the practical surveillance systems. Through multi-threading technique, we can accomplish near real-time performance. An analysis of results is also presented.