chainlit.md

Welcome to Planolyzer! 🛍️

This application helps you verify if uploaded images match your reference planogram. Simply upload an image, and the system will analyze its similarity to the reference planogram.

How to Use

1. Upload an image of your shelf or display
2. The system will automatically compare it with the reference planogram
3. You'll receive a similarity score and whether the image is accepted or rejected

Tips for Best Results

• Ensure good lighting in your photos
• Capture the entire shelf/display area
• Minimize shadows and glare
• Keep the camera steady and level

Understanding the Results

• Similarity Score: Ranges from 0 to 1, where 1 means perfect match
• Difference Percentage: Shows how much the image differs from the reference
• Acceptance: Images with similarity score > 0.7 are considered matches

Reference Images: