Shop the Look
Detect the individual garments in any fashion image (DeepFashion2 · 13 clothing classes) and run a nearest-neighbour search per garment against the runway corpus (1.5M looks) and the Instagram corpus (1.7M slides). Sprint 0a.5 / issue #144. Accessories (shoes, bags, jewelry) are not yet detected.
Your Style expert very experimental
A styling model picks the defining garment in the image above and suggests items to complete the outfit, matched to real catalogue items (Polyvore, evaluation licence — hence the key). Accessory suggestions are the validated half (77% expert-rated good); clothing is weak (39%). Replaces the crop-pool suggestions that measured 62% image-quality failures.
Suggestions are ranked, not endorsed. Catalogue imagery via Marqo/Polyvore — evaluation use, internal only. Gender handling is prompt-level (known gap).