Zipf's law in AI learning and generation
Analysis
Key Takeaways
- •AI-generated images exhibit a Zipfian distribution of colors, unlike human-made images.
- •This difference suggests fundamental distinctions in how AI and humans generate visual content.
- •The findings have implications for understanding and training AI models.
“If you treat colors like the 'words' in the example above, and how many pixels of that color are in the image, human made images (artwork, photography, etc) DO NOT follow a zipfian distribution, but AI generated images (across several models I tested) DO follow a zipfian distribution.”