The solution could be properly and efficiently used in different industrial scenario to recognize and localize from big to small and also symmetric objects using a 2D camera. The solution is suitable for that cases in which there is an a priori information of the objects to recognize and localize in the scene. The algorithm works in Real-Time providing a Fast Object Recognition inference time (less than 50 ms).