In this work, we propose a novel extended target tracking algorithm, which is capable of representing or group targets with multiple ellipses. Each ellipse modeled by an unknown symmetric positive-definite random matrix. The proposed model requires solving two challenging problems. First, the data association problem between measurements and sub-objects. Second, inference that involves non-conj...