ABOUBAKER, BENAMRASupervisor: Hemza, Loucif2025-07-072025-07-072025-06-15https://repository.univ-msila.dz/handle/123456789/46721we have presented the outcomes of our research on facial recognition based on the two previously discussed algorithms, supported by illustrative images and a detailed description of the development environment and the associated applications utilized throughout the implementation. Furthermore, we aim to enhance the graphical user interface by completing the activation of the remaining functional buttons and integrating additional windows to offer a more comprehensive user experience. Looking ahead, we also aspire to broaden the scope of biometric recognition by incorporating additional modalities such as fingerprint and voice recognition, thereby creating a more robust and inclusive identification system.enThe conception of a monitoringsystembiometric recognitionHybrid approachThesis