AI Clothing Visualization Techniques

Current Approaches:

• OOTDiffusion
• Using two reference images (clothing, pose)
  • example
  • ComfyUI Json
• OutfitAnyone online tool
  • https://outfitanyone.app/
  • https://github.com/HumanAIGC/OutfitAnyone
• Inpainting methods

Limitations:

• Imperfect replication of clothing details/poses
• Inpainting requires adjusting poses individually

Performance Issues:

• Some clothing types better than others (suits vs swimwear)
• No perfect off-the-shelf solution yet, especially for commercial use

Suggested Approaches:

• 3D modeling
• E-commerce tools

Overall Assessment: Generating realistic clothing images on human poses remains an open challenge without an ideal solution currently.