Although the study of using body worn sensors and smartwatch to track human body movements has been discussed for decades, and there are numerous devices to help people tracking their activities and provide feedback of their movements. We introduce ExerciseTrak, a wearable system using a commodity smartwatch, which can continuously reconstruct the 3D posture of a single arm for 15 types of common arm exercises and provide visualization to help users adjust movements.