title	Waste Classification Demo
emoji	🗑️
colorFrom	green
colorTo	blue
sdk	gradio
sdk_version	3.50.2
app_file	app.py
pinned	false
license	mit

Waste Classification Demo

This application uses YOLOv8 to classify waste items into three categories:

• Compost: Biodegradable items (green)
• Recyclable: Items that can be processed and reused (blue)
• Garbage: Items that cannot be composted or recycled (red)

How to Use

1. Allow camera access when prompted
2. Point your camera at waste items
3. View real-time classification results with explanations

Development Information

Setup

poetry install

Data Import

kaggle datasets download asdasdasasdas/garbage-classification -p garbage_classification/data/ --unzip

Model Training

yolo task=detect mode=train model=yolov8n.pt data=YOLO-Waste-Detection-2/data.yaml epochs=50 batch=16 imgsz=640 patience=5

Model Testing

yolo task=detect mode=val model=runs/detect/train24/weights/best.pt data=datasets/data.yaml