In telerehabilitation., services are provided from a distance using telecommunication technologies. With the proliferation of broadband internet services and wireless networks., high-speed and low-latency data transmission can be maintained that allows for high quality audio and video communication. However., offline solutions without outsourcing of the computational need into the cloud are still required. Homecare solutions offer possibilities for rehabilitation of patients in their home environment. Guided workouts and training sessions can be automated and controlled with the help of cost-effective hardware and software applications. This paper presents first results of a latest development in homecare telerehabilitation with automated recognition of motion, evaluation and feedback.