---
title: SAMADHAN - Smart Infrastructure Detection
emoji: 🔍
colorFrom: blue
colorTo: purple
sdk: gradio
sdk_version: 5.46.0
app_file: app.py
pinned: false
license: mit
---

# 🔍 SAMADHAN - Smart Infrastructure Detection System

AI-Powered Classification for Urban Infrastructure Management using YOLOv8

## 🎯 Features

- **Image Detection**: Upload images to detect and classify infrastructure objects
- **Video Processing**: Process videos with real-time object detection
- **Department Classification**: Automatically categorizes detections into three main departments:
  - 🗑️ **Garbage Department**: Container, Garbage
  - 🕳️ **Pothole Department**: Crocodile crack, Longitudinal crack, Pothole
  - 💡 **Streetlight Department**: HV-switch, Crossarm, Streetlight, Traffic-light, Transformer

## 🚀 How to Use

1. **Image Detection**: 
   - Upload an image using the file uploader
   - The system automatically processes and shows detection results
   - View classified department and detected objects with confidence scores

2. **Video Detection**:
   - Upload a video file (MP4, AVI, MOV)
   - Click "Process Video" to analyze
   - Download the processed video with detection annotations

## 🛠️ Technology Stack

- **AI Model**: YOLOv8 (Ultralytics)
- **Frontend**: Gradio
- **Backend**: Python, OpenCV
- **Deployment**: Hugging Face Spaces

## 📊 Supported Objects

The system can detect and classify 10 different types of infrastructure objects:
- Container, Garbage
- Crocodile crack, Longitudinal crack, Pothole  
- HV-switch, Crossarm, Streetlight, Traffic-light, Transformer

## 🎨 Interface

Modern, responsive web interface with:
- Professional gradient header
- Department classification with emojis
- Real-time processing indicators
- Mobile-friendly design

## 📝 Use Cases

Perfect for:
- **Municipal Departments**: Automated infrastructure monitoring
- **Smart Cities**: Real-time urban management
- **Research**: Infrastructure analysis and planning
- **Citizen Services**: Quick issue reporting and classification

## 🔧 Installation

```bash
pip install -r requirements.txt
python app.py
```

## 📄 License

MIT License - Feel free to use and modify for your projects!

---

Built with ❤️ using YOLOv8 and Gradio | Powered by AI for Smart City Management