A design-implement experience in computer vision, which is part of the Bachelor’s program in Artificial Intelligence at the Federal University of Goiás, Brazil, is presented. The program runs over four years, and the design-implement experience is part of a course module in computer vision in the third year. The first years of the program contains mandatory course modules in mathematics, computer science and entrepreneurship, and the module in computer vision is the first module where students were introduced to work in projects in the CDIO form. As a result, some of the students which had previous knowledge about project management and development performed well and achieved solid results. Some other students which underestimated the project scope had a less solid performance and achieved weaker results. However, the final overall feedback from the students was positive and lessons learned were appointed for future improvements.
