This paper proposed a wireless multiple-mode human behavior evaluation system enables simultaneously acquisition of multiple image sensor data and acquisition of EMG data from different muscles. The collected data are transferred through Bluetooth Low Energy, and Wi-Fi. A CNN based human pose estimation method is proposed to track the skeleton motion features from the captured streams. The fully wireless nature guarantees the usability and flexibility of the proposed system. The proposed system is currently used in clinical practice for more study from the medical point of view.