The invention is directed to a swimming pool cleaning device comprising: a body, means for driving and guiding the body comprising at least two pairs of wheels: front wheels and rear wheels, characterized in that the drive means of the device further include: an intermediate wheel turning about a rotation axis disposed between the front wheel and the rear wheel on at least one of the two sides of the device, the diameter and the position of the rotation axis of this intermediate wheel being such that said wheel does not touch the guide plane XrYr when the robot is resting on the latter, said guide plane XrYr being defined by the points of contact of the front and rear wheels with the ground.