This paper presents a new method of multi-sensor tracking a maneuvering target in dense environment. In addition to radar measurement, the use of accurate angle data from an Infrared (IR) sensor is proposed to improve tracking performance. IR - integrated Multiple Maneuver Model PDA (IM3PDA) filter combines IR and radar sensor data. The performance of this method is evaluated in terms of tracking success rates and position estimation accuracy by computer simulation.