Outfit Combination Generation With Visual Compatibility Scoring

via “multi-garment composition and layering”

Kolors-Virtual-Try-On — AI demo on HuggingFace

Unique: Implements layer-aware diffusion conditioning where each garment's spatial mask is progressively refined based on previous layers' outputs, using attention mechanisms to ensure occlusions are physically plausible rather than simply stacking images

vs others: Handles garment layering more naturally than simple image composition or masking approaches by regenerating occluded regions with contextually appropriate fabric and shadow details