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Smart Human Detection and Crowd Monitoring System Using YOLOv8 Project

Smart Human Detection and Crowd Monitoring System is an AI-powered surveillance application that uses YOLOv8 and Computer Vision techniques to detect, count, and monitor human presence in real time. The system provides live video analytics, …

Difficulty Level
Intermediate
Core Modules
7 Modules
Laptop frame

Project Overview

The Smart Human Detection and Crowd Monitoring System is an intelligent surveillance platform designed to detect and monitor human activities using Artificial Intelligence and Computer Vision technologies. The system utilizes the YOLOv8 object detection model to identify people from live webcam or camera feeds and performs real-time human counting and crowd analysis.
The platform continuously tracks the number of individuals present within monitored areas and compares the count against predefined capacity limits. When overcrowding situations occur, the system generates alerts, highlights detected individuals, stores detection records, and provides visual analytics through an interactive dashboard.
Additionally, the application offers automated email notifications with detection screenshots, live video streaming, report generation, user authentication, profile management, chatbot support using Groq AI, and historical analytics for decision-making. The solution is suitable for security monitoring, crowd management, workplace safety, educational institutions, shopping centers, and public event venues.

Module Breakdown 7 Modules

User Authentication & Profile Management Module
Handles user registration, login, logout, profile management, password reset, and account security. Only authenticated users can access monitoring functionalities.
Real-Time Human Detection Module
Core AI module responsible for detecting and counting humans from live video streams using YOLOv8 object detection.
Crowd Monitoring & Capacity Management Module
Monitors crowd density and compares detected people against configured capacity limits. Generates alerts when overcrowding occurs.
Detection Recording & Notification Module
Stores detection events, captures screenshots, and sends automated email notifications with detection summaries and images.
Analytics & Reporting Module
Provides visual insights and statistical reports regarding human detection activities through interactive dashboards.
Live Monitoring Dashboard Module
Offers a centralized dashboard displaying live camera feeds, human counts, occupancy status, and monitoring controls.
AI Chatbot & Support Module
Provides an intelligent assistant powered by Groq AI to answer user queries related to the monitoring system and assist users.

Technology Stack

Python HTML CSS3 Java Script Django SQLite

Project Screenshots 5 Screenshots

Screenshot 1 of Smart Human Detection and Crowd Monitoring System Using YOLOv8
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Screenshot 5 of Smart Human Detection and Crowd Monitoring System Using YOLOv8
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Project Abstract

The Smart Human Detection and Crowd Monitoring System is an intelligent surveillance platform designed to detect and monitor human activities using Artificial Intelligence and Computer Vision technologies. The system utilizes the YOLOv8 object detection model to identify people from live webcam or camera feeds and performs real-time human counting and crowd analysis. The platform continuously tracks the number of individuals present within monitored areas and compares the count against predefined capacity limits. When overcrowding situations occur, the system generates alerts, highlights detected individuals, stores detection records, and provides visual analytics through an interactive dashboard. Additionally, the application offers automated email notifications with detection screenshots, live video streaming, report generation, user authentication, profile management, chatbot support using Groq AI, and historical analytics for decision-making. The solution is suitable for security monitoring, crowd management, workplace safety, educational institutions, shopping centers, and public event venues.

Project Kit Includes

Complete Source Code
Database Schema & Setup Guide
Project Report Template
Completion Certificate
Installation & Deployment Guide

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