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Driver Drowsiness Detection System using reusable libraries

by sarvan Updated: Sep 2, 2021

Road transport systems are an essential part of human transit between places. The sensation of sleep reduces the driver's level of vigilance, producing dangerous situations and increasing the probability of accidents. There are different steps to make this system fully functional. 1. Detection Stage 2. Tracking Stage 3. Image Classification 4. Warning Stage We analyze both the driver's face and eyes to measure the percentage of eye closure. If drowsiness is detected, the alarm rings. If not, it captures the picture. Some of the libraries can help you to create a customized drowsiness detection system.

Detection Stage

This is the initial stage of the system. Every time the system is started, it needs to be set up and optimized for current user and conditions. Setup steps include: collecting a set of open/closed eyes samples, along with the driver’s normal head position.

open-eye-detectorby Chris10M

Python star image 25 Version:Current

License: Permissive (MIT)

A Realtime CPU eye detector to detect if the eyes are open or closed

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open-eye-detectorby Chris10M

Python star image 25 Version:Current License: Permissive (MIT)

A Realtime CPU eye detector to detect if the eyes are open or closed
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Eye-blink-detectorby murali129

Java star image 43 Version:Current

License: Permissive (MIT)

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Eye-blink-detectorby murali129

Java star image 43 Version:Current License: Permissive (MIT)

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Eye-Detectorby Akagra-Mish

Java star image 1 Version:Current

License: Strong Copyleft (GPL-3.0)

This is the source code of eye detector application made on Android Studio. You can use it for your use , It detects whether you are seeing at the camera or not , thanks

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Eye-Detectorby Akagra-Mish

Java star image 1 Version:Current License: Strong Copyleft (GPL-3.0)

This is the source code of eye detector application made on Android Studio. You can use it for your use , It detects whether you are seeing at the camera or not , thanks
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Eye_Activity_Levelby shaowei-su

C++ star image 1 Version:Current

License: Permissive (MIT)

An eye activity level detector based on open source project eyeLike.

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Eye_Activity_Levelby shaowei-su

C++ star image 1 Version:Current License: Permissive (MIT)

An eye activity level detector based on open source project eyeLike.
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PyGazeby esdalmaijer

Python star image 449 Version:Current

License: Strong Copyleft (GPL-3.0)

an open-source, cross-platform toolbox for minimal-effort programming of eye tracking experiments

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PyGazeby esdalmaijer

Python star image 449 Version:Current License: Strong Copyleft (GPL-3.0)

an open-source, cross-platform toolbox for minimal-effort programming of eye tracking experiments
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Warning stage

The key step is close monitoring and getting information from image classification libraries about driver's eyes. The system determines whether the eyes are still closed or open or the relative position. These additional computations are required to improve the system’s ability to determine whether the driver is drowsy or not.

Fatigue-Detection-System-Based-On-Behavioural-Characteristics-Of-Driverby jaisayush

Python star image 30 Version:Current

License: Permissive (MIT)

A computer vision system made with the help of opencv that can automatically detect driver drowsiness in a real-time video stream and then play an alarm if the driver appears to be drowsy.

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Fatigue-Detection-System-Based-On-Behavioural-Characteristics-Of-Driverby jaisayush

Python star image 30 Version:Current License: Permissive (MIT)

A computer vision system made with the help of opencv that can automatically detect driver drowsiness in a real-time video stream and then play an alarm if the driver appears to be drowsy.
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Drowsiness-detectionby gautamkumarjaiswal

Python star image 6 Version:Current

License: Strong Copyleft (GPL-3.0)

Application can detect drowsiness and raise alarm.

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Drowsiness-detectionby gautamkumarjaiswal

Python star image 6 Version:Current License: Strong Copyleft (GPL-3.0)

Application can detect drowsiness and raise alarm.
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drowsiness-detectionby woorimlee

Python star image 16 Version:Current

License: Permissive (MIT)

To identify the driver's drowsiness based on real-time camera image and image processing techniques. 졸음운전 감지 시스템. OpenCV

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drowsiness-detectionby woorimlee

Python star image 16 Version:Current License: Permissive (MIT)

To identify the driver's drowsiness based on real-time camera image and image processing techniques. 졸음운전 감지 시스템. OpenCV
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Tracking Stage

The system enters the regular tracking (monitoring) stage when the driver’s head and eyes are correctly located; the system enters the standard tracking (monitoring) stage. An essential step in this stage is continuously monitoring the driver’s eyes within a dynamically allocated tracking area.

GazeTrackingby antoinelame

Python star image 1275 Version:Current

License: Permissive (MIT)

👀 Eye Tracking library easily implementable to your projects

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GazeTrackingby antoinelame

Python star image 1275 Version:Current License: Permissive (MIT)

👀 Eye Tracking library easily implementable to your projects
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Eye-Trackerby hugochan

Python star image 142 Version:Current

License: Permissive (BSD-3-Clause)

Implemented and improved the iTracker model proposed in the paper "Eye Tracking for Everyone"

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Eye-Trackerby hugochan

Python star image 142 Version:Current License: Permissive (BSD-3-Clause)

Implemented and improved the iTracker model proposed in the paper "Eye Tracking for Everyone"
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PyGazeAnalyserby esdalmaijer

Python star image 90 Version:Current

License: Strong Copyleft (GPL-3.0)

Analysis and high-level plotting toolbox for eye-tracking data

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PyGazeAnalyserby esdalmaijer

Python star image 90 Version:Current License: Strong Copyleft (GPL-3.0)

Analysis and high-level plotting toolbox for eye-tracking data
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drishtiby elucideye

C++ star image 334 Version:v0.12.4

License: Permissive (BSD-3-Clause)

Real time eye tracking for embedded and mobile devices.

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drishtiby elucideye

C++ star image 334 Version:v0.12.4 License: Permissive (BSD-3-Clause)

Real time eye tracking for embedded and mobile devices.
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Image classification

FastAnnotationToolby christopher5106

C++ star image 924 Version:Current

License: No License (null)

A tool using OpenCV to annotate images for image classification, optical character reading, ...

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FastAnnotationToolby christopher5106

C++ star image 924 Version:Current License: No License

A tool using OpenCV to annotate images for image classification, optical character reading, ...
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Detectronby facebookresearch

Python star image 25493 Version:Current

License: Permissive (Apache-2.0)

FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.

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Detectronby facebookresearch

Python star image 25493 Version:Current License: Permissive (Apache-2.0)

FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.
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pytorch_image_classificationby hysts

Python star image 1164 Version:Current

License: Permissive (MIT)

PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST/ImageNet

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pytorch_image_classificationby hysts

Python star image 1164 Version:Current License: Permissive (MIT)

PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST/ImageNet
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