The study of collective motions concerns a broad range of scientific domains: Biology, zoology, physics, robotics, anthropology,... The emergence of collective motions in complex systems (school of fishes, flock of sheep, assembly of bacteria,...) induces many questions. Indeed, this emergence do not necessary comes from a simple factor like the presence of a leader or of an external field. The point of view of the physicist can help to understand which fundamental mechanisms leads to collective motions by considering some model systems. In an experimental study made during a sojourn in the laboratory of Arshad Kudrolli at Clark University (nearby Boston), the motion of very simple self-propelled particles has been analyzed. We have observed that, despite of the simplicity of the interactions between the particles, strong collective motions could be observed. In the physics community, an assembly of self-propelled particles is called active material.