Driver Drowsiness Detection Using AI And Machine Learning With Visual Behaviour











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To get abstract and price visit our website: • https://projectsfactory.in/product/dr... • ************************************************************************************************* • Project short description: • This project developed with the help og ESP32 camera and ESP32 controller. ESP32 camera detects eye open and close status. Alcohol detection sensor sense alcohol status and swicth on engine based of conditions of eye open, alchohol off and ignition ON. If any condition fails then engine will off. Also it will send SMS and IOT notification.This research introduces a robust driver drowsiness detection system leveraging AI and machine learning methodologies, primarily focused on visual behavior analysis. The proposed system utilizes a combination of deep neural networks and computer vision techniques to monitor and identify signs of driver fatigue or drowsiness in real-time. By analyzing facial cues, eye movement patterns, and head poses captured through in-vehicle cameras, the system employs convolutional neural networks (CNNs) and recurrent neural networks (RNNs) to extract and analyze intricate features indicative of drowsy driving behaviors. • ************************************************************************************************* • Few more projects on AI ML Projects: • 1.Helmet Detection and Biometric Based Vehicle Security Using Machine Learning •    • Helmet Detection and Biometric Based ...   • 2.Automatic Detector for Bikers with No helmet using deep Learning •    • Automatic Detector For Bikers With No...   • 4.Drone and UAV detection for security Applications using Deep Learning •    • Drone And UAV Detection For Security ...   • 5.Weapon detection using Artificial Intelligence and deep learning for Security Applications •    • Weapon Detection Using Artificial Int...   • 6.Deep learning based Animal detection with SMS and IOT notification •    • Deep Learning Based Animal Detection ...   • 7.AI Enabled smart Door for Identifying persons with SMS Notification •    • AI Enabled Smart Door For Identifying...   • 8.Colour based Object sorting and counting using deep learning •    • Colour Based Object Sorting And Count...   • 9.AI and ML based Pet feeding system using Image processing •    • AI and ML based Pet Feeding System Us...   • #driverdrowsiness #drowsinessdetection #AIMLprojects #IOTprojects #projectsfactory

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