CS5720 - Week 10
Slide 191 of 200

Style Transfer - Artistic AI

What is Neural Style Transfer?

Content Image
📷
Style Image
🎨
Result
The Magic Formula:

• Extract content from one image
• Extract style from another image
• Combine them to create artistic results
• Preserve structure while applying texture
Key Insight:
CNNs naturally separate content (what) from style (how) in their feature representations.

Style Transfer Techniques

  • 🎯 Optimization-Based
    Original Gatys et al. method, slow but high quality
  • Feed-Forward Networks
    Real-time style transfer with trained networks
  • 🔄 Arbitrary Style Transfer
    One model for any style without retraining
  • 📸 Photorealistic Transfer
    Preserve realism while transferring style

Style Transfer Applications

Artistic Creation
Transform photos into paintings
🖼️
Video Stylization
Apply artistic styles to videos
🎬
Game Assets
Generate stylized game textures
🎮
Fashion Design
Create unique patterns and designs
👗
Prepared by Dr. Gorkem Kar