Multi-target tracking have a very wide range of applications in military and civilian. Data association is one of the difficulties in multi-target tracking based video. This paper summarized and compared the main multiple targets tracking technology commonly used at home and abroad, based on multi-feature fusion and adaptive template, sports information, 3D space, data association and multi-algorithm mixture. It also pointed out the improvement of the multi-target tracking algorithms.