It is very important to understand the college students' satisfaction with physical education (PE) classes, since successful PE instruction improves students' physical fitness, which in turn affects a nation's competitive capability and economic success. However, what are the appropriate dimensions for measuring student satisfaction? The purpose of this article is to explore the measuring dimensions of college students' satisfaction with physical education classes in Taiwan. A literature review provides insight into the theory of physical education, the composing elements of teaching in physical education, related research on the satisfaction of physical education, and the dimensions of measuring the satisfaction of physical education. Results show that the dimensions of measuring can be derived from teacher competence, course content, teaching strategies, peer relationships, hardware facilities, administrative services, course evaluation, and learning effects. These results provide a basic foundation for surveying the satisfaction of collegiate physical education class.