The Elements of Fashion Style
summary
A data-driven system adapts a polylingual topic model to map low-level design elements (color, silhouette, material, trim) to high-level styles by training on half a million outfits from Polyvore, selecting 35 topics after crowd-sourced intruder and translation tests. The model translates between a style "language" and an element "language," yields coherent topical distributions, and powers three concrete apps: automated answers to Barth‑style questions, a style quiz, and a natural‑language personal stylist that returns element‑level item recommendations.
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chapters (7)
- 0:00Intro
- 1:33Polylingual Topic Modeling
- 5:06Polyvore
- 6:21Validation
- 10:17Applications
- 13:37Future Directions
- 18:57Question
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