Outfit Transfer Challenge
Vote
Image Editing
Photorealism
All models were given the same image and edit instruction, and the community voted blind on which outputs looked best. How it works
This is extremely practical (think e-commerce, fashion, virtual dressing rooms). It’s visually very obvious when it fails, and success looks impressive. It tests a model’s understanding of clothing physics, body shape, and lighting.
Edit instruction
“Use Image 1 as the base person. Dress them in the exact elaborate outfit from Image 2 (including all layers, accessories, jewelry, and shoes). Carefully adapt the clothing to the body shape and pose in Image 1 while maintaining realistic fabric behavior, correct proportions, and perfect lighting/shadow matching. Keep the person’s exact face, hair, and background completely unchanged.”
Voters were asked to judge by
Clothing Accuracy
Fit & Fabric Realism
Lighting & Shadow Consistency
No Side Effects