Image processing is the inescapable and longest process to carry out image recognition. For implementing the process in the embedded systems, process optimization procedures and an increase in speed sacrificing accuracy must be adopted. This work shows how a simple and robust procedure to recognize a yellow round shape can be implemented in STM3210E-EVAL development board.