Author Login IJIRT Partner Network (IPN) Login

Comparative analysis of various classification Machine Learning Algorithm on Driver Drowsiness Dataset

  • Unique Paper ID: 155372
  • Volume: 8
  • Issue: 10
  • PageNo: 37-48
  • Abstract:
  • Real Time Drowsiness behaviours of a driver related to fatigue are in the form of eye closing, head nodding. The focus of this research paper is on the detection of blinks of eye by estimating the EAR (Eye aspect Ratio). This is achieved by monitoring the eyes of the driver throughout the entire video sequence. An IR camera will be used for capturing live video of driver eyes in all light conditions and frames will extracted for image processing scheme of video capturing. The Various Binary classifying algorithm will be applied on Driver Drossiness Dataset and feature like sagging leaning of driver’s head and open/closed state of eyes will determine the state of the driver. The focus of this research paper is to classify the driver Drowsiness into two classes: 1. Open/Alert 2. Close/ Drowsiness through various classifying machine learning algorithms and determine the best performing algorithm for this purpose.
Download article email to a friend

Cite This Article

  • ISSN: 2349-6002
  • Volume: 8
  • Issue: 10
  • PageNo: 37-48

Comparative analysis of various classification Machine Learning Algorithm on Driver Drowsiness Dataset

Related Articles

09 Jun, 2022

A Comprehensive Study of Smart Healthcare in Smart City

Read More
09 Jun, 2022

A Novel Method for Securing Online Banking Transactions

Read More
21 Dec, 2024

Brain Tumor Feature Extraction from Image Analytics Using Intelligent Techniques

Read More
21 Dec, 2024

Factors Affecting Cholera Disease and Its Machine Learning Solution: A Review

Read More
21 Dec, 2024

Blockchain And Deep Learning Methods for Smart Cities: A Progression on Digital Healthcare

Read More
21 Dec, 2024

Revolutionising social media with Maps and Augmented Reality

Read More
21 Dec, 2024

Bitcoin Price Prediction Using RNN And LSTM

Read More
21 Dec, 2024

Crawl Analyzer: Analysis of Website and Security Certificates

Read More
21 Dec, 2024

Performance Analysis of Machine Learning Algorithms for Strabismus Detection – A Systematic Review

Read More
21 Dec, 2024

An Algorithm for Health Informatics Based on Extreme Machine Learning

Read More
Impact Factor
8.01 (Year 2024)
UGC Approved
Journal no 47859

Join Our IPN

IJIRT Partner Network

Submit your research paper and those of your network (friends, colleagues, or peers) through your IPN account, and receive 800 INR for each paper that gets published.

Join Now

Latest Publication

Archive

View More

Recent Conferences

NCSEM 2024

National Conference on Sustainable Engineering and Management - 2024 Last Date: 15th March 2024

Submit inquiry