README.md

---
title: Road Surface Classification
emoji: 🌍
colorFrom: yellow
colorTo: yellow
sdk: gradio
sdk_version: 5.33.0
app_file: app.py
pinned: false
license: mit
---

# Road Surface Classification

This application classifies road surface conditions into four categories:
- Good Condition
- Potholes
- Cracked Road
- Flooded/Muddy

## Models

Multiple model architectures are implemented and compared, including:
- EfficientNet B0
- MobileNet V2
- ResNet-18
- Random Forest (using features extracted from CNNs)

## How to Use

1. Upload a road image
2. Select which model to use (EfficientNet, MobileNet, ResNet, or Random Forest)
3. Click "Classify" to get the prediction and confidence scores