Paper Doll

by Kota Yamaguchi,M. Hadi Kiapour,Tamara L. BergUnknown

Paper Doll

Clothing recognition is an extremely challenging problem due to wide variation in clothing item appearance, layering, and style. In this paper, we tackle the clothing parsing problem using a retrieval based approach. For a query image, we find similar styles from a large database of tagged fashion images and use these examples to effectively parse the query. Our approach combines: trained global models of clothing items, local clothing models learned on the fly from retrieved examples, and mask transfer (paper doll item transfer) from retrieved examples to the query. Experimental evaluation shows that our approach significantly outperforms state of the art in parsing accuracy.

Dataset Attributes

Label SVG
TasksClassification
Label SVG
CategoriesClothes, Fashion
Label SVG
SensorRGB Camera

Class Labels

sweaterbagcardiganpumpsflatsnecklaceshirtshoesskirttightsskirtt-shirtbeltdressheelsbraceletjacketpantstopbagbootsaccessoriesblazershoesshortstop