Drowsiness detection based on Eye State and Yawn State using Open CV

Project Code :TCMAPY522

Objective

The objective of this project is to reduce the accidents and save the human life's by recognizing of drowsy and yawn status of a person.

Abstract

Abstract: The drowsiness of a person driving a vehicle is the primary cause of accidents all over the world. Due to lack of sleep and tiredness, fatigue and drowsiness are common among many drivers, which often leads to road accidents. Alerting the driver ahead of time is the best way to avoid road accidents caused by drowsiness. There are numerous techniques to detect drowsiness. In this paper, we have put forward a deep learning-based approach to detect the drowsiness of the drivers. We have used convolutional neural networks, which is a class of deep learning. We used the Eye regions (open or closed) and mouth based regions (yawn or no yawn) based dataset to predict the drowsiness.

Keywords: Drowsiness detection, Eyes, Mouth, Convolutional neural network, deep learning.

NOTE: Without the concern of our team, please don't submit to the college. This Abstract varies based on student requirements.

Block Diagram

Specifications

HARDWARE SPECIFICATIONS:

  • Processor: I3/Intel
  • Processor RAM: 4GB (min)
  • Hard Disk: 128 GB
  • Key Board: Standard Windows Keyboard
  • Mouse: Two or Three Button Mouse
  • Monitor: Any

SOFTWARE SPECIFICATIONS:

  • Operating System: Windows 7+
  • Server-side Script: Python 3.6+
  • IDE: PyCharm
  • Libraries Used: Pandas, Numpy, os,sklearn, TensorFlow,Flask.
  • Dataset: Face_Mask_Detection.

Learning Outcomes

  • Testing techniques
  • Error correction mechanisms
  • What type of technology versions is used?
  • Working of Tensor Flow
  • Implementation of Deep Learning techniques
  • Working of CNN algorithm
  • Building of model creations
  • Scope of project
  • Applications of the project
  • About Python language
  • About Deep Learning Frameworks
  • Use of Data Science
  • Practical exposure to
    • Hardware and software tools
    • Solution providing for real time problems
    • Working with team/individual
    • Work on creative ideas

Demo Video

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