examples/basic_explainability/README.md

Basic Explainability Test Images

This folder contains images optimized for testing prediction and explanation quality.

📸 Recommended Images

What to Include:

1. Clear Single Objects: Cat, dog, car, bird
2. Complex Scenes: Multiple objects, cluttered backgrounds
3. Ambiguous Cases: Similar classes (husky vs wolf)
4. Different Angles: Top, side, close-up views

Current Images:

• cat_portrait.jpg - Clear cat face for attention testing
• dog_portrait.jpg - Dog portrait for GradCAM
• bird_flying.jpg - Action shot for dynamic features
• sports_car.jpg - Vehicle with distinct features
• coffee_cup.jpg - Common object test

🧪 Testing Guide

Test Attention Visualization:

1. Upload cat_portrait.jpg
2. Try different layers (0, 6, 11)
3. Observe how attention evolves

Test GradCAM:

1. Upload sports_car.jpg
2. Select GradCAM method
3. Check if wheels/body are highlighted

Test GradientSHAP:

1. Upload bird_flying.jpg
2. Select GradientSHAP
3. Verify wing/head importance

💡 Tips

• Use high-resolution images (> 224px)
• Ensure good lighting
• Center the main subject
• Avoid heavy compression