code huggingface en license:apache-2.0 region:us
---
license: apache-2.0
language:
- en
tags:
- code
- huggingface
---

# Real-Time Detection of Helmet Violations and Capturing Bike Numbers from Number Plates

## Introduction

The real-time detection of helmet violations and capturing bike numbers from number plates is a comprehensive project that aims to enhance road safety by addressing two critical aspects:

1. **Helmet Violation Detection**: This component of the project focuses on identifying motorcycle riders who are not wearing helmets. It uses computer vision techniques to analyze real-time camera feeds and instantly alerts authorities when a violation is detected.

2. **Capturing Bike Numbers**: The second component involves recognizing number plates and extracting number plate information from vehicles in real-time. This feature is valuable for law enforcement.

## Table of Contents

- [Helmet Missing Detection](#helmet-missing-detection)
- [Capturing Bike Numbers](#capturing-bike-numbers)

## Helmet Missing Detection

The helmet missing detection module uses computer vision techniques to:

- Detect faces and riders on motorcycles.
- Determine whether the rider is wearing a helmet.
- Trigger alerts or notifications when a violation is detected.

## Capturing Bike Numbers

The number plate recognition module uses Optical Character Recognition (OCR) techniques to:

- Detect number plates on vehicles.
- Recognize the characters and display the number plate information in real-time.

## Dataset
-Acquired a comprehensive dataset from online sources containing 120 images with complete rider information, including the rider, helmet presence, and visible number plate and annotated it.

## Archietecture Used
- YOLO
- PaddleOcr

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