Bike Helmet Detection using Mechine Learning

In many Asian countries, a motorcycle is a popular mean of transportation, due to its lower price compares to other four-wheeled cars, and due to the lack of efficient mass transportation, Motorcycle safety helmets are widely known for effectiveness in preventing head injuries and saving lives

Project Title

Bike Helmet Detection using Mechine Learning

Project Area of Specialization

Augmented and Virtual Reality

Project Summary

In many Asian countries, a motorcycle is a popular mean of transportation, due to its lower price compares to other four-wheeled cars, and due to the lack of efficient mass transportation, Motorcycle safety helmets are widely known for effectiveness in preventing head injuries and saving lives of motorcycle riders and passengers, and it has been one method used by Thai authorities in reducing mortality rate from motorcycle.Although Thai authorities are enforcing traffic law that requires both riders and passengers to wear safety helmets, unfortunately, the use of the helmets is as low as 54% for riders and 24% for passengers [4]. One of the reasons that made many helmet laws and campaigns unsuccessful was the lack of police manpower to monitor motorcyclists and enforce the laws

Project Objectives

In many Asian countries, a motorcycle is a popular mean of transportation, due to its lower price compares to other four-wheeled cars, and due to the lack of efficient mass transportation, Motorcycle safety helmets are widely known for effectiveness in preventing head injuries and saving lives of motorcycle riders and passengers, and it has been one method used by Thai authorities in reducing mortality rate from motorcycle.Although Thai authorities are enforcing traffic law that requires both riders and passengers to wear safety helmets, unfortunately, the use of the helmets is as low as 54% for riders and 24% for passengers [4]. One of the reasons that made many helmet laws and campaigns unsuccessful was the lack of police manpower to monitor motorcyclists and enforce the laws

Project Implementation Method

First we detect vehicle is ut bike or not ??
If it is bike then we detect bike riders wear safety helmet or not if wear then fine if not wear then extract number plate after extract of number we send e challan on number's plate owner

Benefits of the Project

Reducing injuries
Saving lives of motorcycle riders and passengers
Not need huge amount of traffic Police officer system automatic detect
 

Technical Details of Final Deliverable

The first part of the system is the moving object detection
The purpose of this system is to detect safety helmets worn by people riding on motorcycles in a traffic scene
The heads of motorcycle riders are usually in the upper part of a motorcycle blob. Thus, the top 25% of the height of a motorcycle blob is defined as the region of interest (ROI) for counting and extracting motorcycle riders’ heads.
After background of the image is subtracted, small holes and small isolate regions in binary image of ROI are eliminated using morphological closing
After each head region is separated and extracted, the head region is then divided into four independent quadrants according to the moving direction of that motorcycle.
 

Final Deliverable of the Project

Software System

Core Industry

Transportation

Other Industries

Core Technology

Augmented & Virtual Reality

Other Technologies

Sustainable Development Goals

Quality Education

Required Resources

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