Along with the innovation of education mode and the development of education informationization marking a new age of digital construction, the reform of talent training mode, teaching and education mode, and discipline development in higher education has become urgent. In view of the important role of college physics teaching in the training of new engineering talents, this paper puts forward a five-dimensional diversified college physics teaching innovation mode to accelerate the realization of digitalization for teaching resources, visualization of teaching content, teaching design diversification, interesting teaching objects and standardization of teaching process. Through the construction on the five aspects of curriculum teaching, the organic integration of teaching modules can promote the standardization and three-dimensional of curriculum teaching, achieving the goal of all-round education, and cultivate students' scientific literacy, realistic spirit, innovative thinking and feelings of home and country.