YOLO-Based Smart Surveillance for Road Safety Compliance

Project Code :TEMBMA3914

Objective

The objective of this system is to develop a YOLO-based smart surveillance system for monitoring road safety compliance. It aims to detect violations such as not wearing helmets, seatbelt misuse, or signal jumping in real time. The system enhances accuracy and speed in identifying offenses using computer vision. Additionally, it supports automated enforcement and improves overall traffic safety.

Abstract

This project presents a YOLO-based smart surveillance system for road safety compliance using a real-time monitoring approach. The system is implemented on a Raspberry Pi integrated with a live webcam that continuously captures traffic video feed. YOLO (You Only Look Once) algorithm is used to detect traffic violations such as riders not wearing helmets in real time. Once a violation is detected, the system captures the vehicle image and applies OCR (Optical Character Recognition) to extract the number plate details. Simultaneously, a GPS module records and transmits the location of the incident for enforcement action. An LCD display provides system status updates, while a buzzer is activated to indicate abnormal conditions. This prototype enables automated, accurate, and efficient traffic monitoring, reducing the need for manual surveillance and improving road safety enforcement through intelligent real-time detection and response.

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 Components

  • Raspberry Pi
  • Web Camera
  • GPS Module
  • LCD Display
  • OCR
  • Buzzer
  • Power Supply
  • 12V Adapter
  • SD Card
  • Connecting Wires

Software Components

  • Python
  • Raspbian OS

Learning Outcomes

Learning outcomes:
β€’ Raspberry Pi pin diagram and architecture

β€’ How to install Raspberry Pi OS / setup software

β€’ Setting up and installation procedure for Raspberry Pi

β€’ Introduction to Raspberry Pi development environment

β€’ Basic programming in Raspberry Pi (Python / C / C++)

β€’ Basics of Embedded Python / Raspberry Pi programming

β€’ Basics of IoT platforms

β€’ Working of power supply

β€’ About Project Development Life Cycle:

 ‒ Planning and Requirement Gathering (software, tools, hardware components, etc.)
 ‒ Schematic preparation
 ‒ Code development and debugging
 ‒ Hardware development and debugging
 ‒ Development of the project and output testing

β€’ Practical exposure to:

 ‒ Hardware and software tools
 ‒ Solution providing for real-time problems
 ‒ Working with team/individual
 ‒ Work on creative ideas

β€’ Skills developed:

 ‒ Project development skills
 ‒ Problem analyzing skills
 ‒ Problem solving skills
 ‒ Creativity and imaginative skills
 ‒ Programming skills
 ‒ Deployment
 ‒ Testing skills
 ‒ Debugging skills
 ‒ Project presentation skills
 ‒ Thesis writing skills

Demo Video

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