This study examined how pre-service science teachers, who observed classes for the gifted in science, perceive the gifted in science and the education they are getting, and explored what needs to be improved in the classes for the gifted in science. Based on the results of this study, first, pre-service science teachers were negative about the giftedness of the gifted in science. Second, they recognized that various types of classes were not provided. Especially, while theoretical lectures were mostly offered, they recognized that it had a negative influence in developing the potential giftedness of the gifted in science. Third, they were negative about the absence of programs for improving creativity and thinking skills and teaching materials for the gifted in science; however, they were positive about self-directed learning. Fourth, they had a negative opinion on educational facilities and the number of students in classes. Fifth, they recognized that potential giftedness would be developed the most when the lecturer is a professor majoring in the subject. For improvements in the classes for the gifted in science, they referred to revising the distinction focusing on preceding learning, reinforcing teaching methods to improve creative thinking, constructing creative contents regardless of specific grades and curriculum, securing learning materials for the gifted, and the necessity of lecturers specialized in the education for the gifted. Eventually, pre-service science teachers have negative cognitions for the classes for the gifted in science offered by universities, and it was known that they mentioned the necessity of creative educational courses and professional lecturers, not pre-learning for improvements.