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https://github.com/ferasaljoudi/capstone


https://github.com/ferasaljoudi/capstone

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README

        


IFS DriverAlert



Problem Definition


- We are developing a driver detection system that alerts when it detects eye closure to prevent drowsiness-related accidents.
- The system uses a camera and a machine learning model running on a Raspberry Pi 5 to monitor the driver’s eye activity in real-time.
- The main goal behind our project is to enhance road safety by offering an affordable, offline solution that reduces accidents caused by drowsy driving.
- Unlike detection systems in expensive high-end cars, our solution is `affordable`, `standalone`, works `offline`, and can be installed in any vehicle, making it more accessible to a broader audience.




Proposed Solution


Implementation Details

Our solution involves using a camera with Raspberry Pi 5 to monitor the driver’s eyes in real-time. We will implement a machine learning model, likely a Convolutional Neural Network (CNN), for accurate eye closure detection, leveraging OpenCV for image processing. The system will sound a buzzer when drowsiness is detected.


What Makes Our Solution Unique

Unlike existing systems in luxury vehicles, our approach is affordable, works offline, and can be installed in any vehicle. This makes it more accessible to everyday drivers.


Target Audience

We aim to serve drivers looking for a cost-effective way to improve road safety without needing high-end features found in premium cars.




Technologies Used


👨‍💻 Languages



Python



💻 Tools and Platforms



PyCharm




Google Colab



🤖 Machine Learning and Data Science



Pandas


Tensorflow


Numpy


Keras


Matplotlib


OpenCV

⚙️ Hardware Development



RASPBERRY PI






Contributions


[
Feras Aljoudi](https://github.com/ferasaljoudi)


[
Seonyu Park](https://github.com/park250ss)


[
Ehab Mohamad](https://github.com/Ehabmohamad)