Introduction: HDR 2MP camera modules with one/three" CMOS High definition sensors supply sub-millimeter spatial precision at 1920x1080@30fps, enhancing biometric facial recognition dependability beneath different disorders. from the developing landscape of biometric stability, demanding quality standards and safety restrictions have become pivotal