It is a challenge to cultivate senior and comprehensive talents in software engineering. To promote the quality of software engineering education, this paper proposes a new education model of long-term education system and combines Bachelor-Master degree program by mirroring the experience of higher engineering education in the world and integrating with the current situation of universities and industries in China. The proposed model joins the higher degree education with vocational education by carrying out the interdisciplinary and university-enterprise joint education. The demonstration shows that this education model has its necessity and feasibility in China higher education, and provides a reference to improve the education quality for the higher engineering education in China.