Prof. Mhamed Sayyouri is a qualified professor at the Department of Industrial Engineering, National School of Applied Sciences of Fez (ENSAF), Sidi Mohamed Ben Abdellah University, Morocco. With a multidisciplinary background in physics, applied mathematics, automation, and information processing, he earned a DESA in Automation and Information Processing (2004) and a Ph.D. in Signals, Systems, and Computer Science (2014). His research focuses on signal and image processing, computer vision, artificial intelligence, evolutionary optimization, and feature extraction. He develops advanced methods for the analysis, recognition, and security of visual and multimedia data. An author of over 120 international publications, he is widely recognized for his contributions to these fields. .