---
title: MushroomClassificationCNN
emoji: 🍄
colorFrom: red
colorTo: red
sdk: streamlit
app_file: src/streamlit_app.py
pinned: false
short_description: Mushroom image classification with ResNet50
license: mit
---

# 🍄 Mushroom Classifier (ResNet50)

This app classifies mushroom images into **10 classes** using **Transfer Learning with ResNet50**.

## ✅ Model
- Backbone: **ResNet50** (ImageNet pretrained)
- Input: **224 × 224 RGB**
- Preprocessing: `tf.keras.applications.resnet50.preprocess_input`
- Metrics used during training: **accuracy** and **top-3 accuracy**

## 📌 Results (Validation)
- **Accuracy:** 0.8520  
- **Top-3 Accuracy:** 0.9704  
- **Loss:** 0.6097  

## 🚀 How to run locally
```bash
pip install -r requirements.txt
streamlit run app.py