A newer version of the Gradio SDK is available:
5.49.1
metadata
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
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
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
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