This paper introduces the basic idea of distributed source coding and the construction method of classical distributed source coding. It discusses the joint channel distributed source encoding method with the new polar code. It realizes the joint polar code-distributed lossless source encoding system and finally applies the method to the image transmission and the simulation experiment proves its feasibility.