Project "Real-Time Driver State Detection" is the increasing concern regarding road safety in the contemporary era of advanced automotive technologies. The specific challenges addressed by the project include the need to monitor and analyze the attention states of drivers in real-time, particularly focusing on mitigating risks associated with distracted or fatigued driving. As vehicles become more equipped with technological innovations, there is a growing necessity for intelligent systems capable of assessing and proactively addressing potential dangers on the road.