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Given the hair color, eye color, and skin color of the input body, plus a wardrobe of clothing items, our outfit synthesis system suggests a set of outfits subject to a particular dress code. We introduce a probabilistic framework for modeling and applying dress codes that exploits a Bayesian network trained on example images of real-world outfits. Suitable outfits are then obtained by optimizing a cost function that guides the selection of clothing items to maximize the color compatibility and dress code suitability. We demonstrate our approach on the four most common dress codes:<jats:italic>Casual, Sportswear, Business-Casual<\/jats:italic>, and<jats:italic>Business<\/jats:italic>. A perceptual study validated on multiple resultant outfits demonstrates the efficacy of our framework.<\/jats:p>","DOI":"10.1145\/2366145.2366153","type":"journal-article","created":{"date-parts":[[2012,11,14]],"date-time":"2012-11-14T20:36:17Z","timestamp":1352925377000},"page":"1-14","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":29,"title":["DressUp!"],"prefix":"10.1145","volume":"31","author":[{"given":"Lap-Fai","family":"Yu","sequence":"first","affiliation":[{"name":"University of California, Los Angeles"}]},{"given":"Sai-Kit","family":"Yeung","sequence":"additional","affiliation":[{"name":"Singapore University of Technology and Design"}]},{"given":"Demetri","family":"Terzopoulos","sequence":"additional","affiliation":[{"name":"University of California, Los Angeles"}]},{"given":"Tony F.","family":"Chan","sequence":"additional","affiliation":[{"name":"Hong Kong University of Science and Technology"}]}],"member":"320","published-online":{"date-parts":[[2012,11]]},"reference":[{"key":"e_1_2_1_1_1","first-page":"5","article-title":"An introduction to mcmc for machine learning","volume":"50","author":"Andrieu C.","year":"2003","journal-title":"Science"},{"key":"e_1_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1145\/280814.280821"},{"key":"e_1_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/2010324.1964930"},{"key":"e_1_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/1141911.1141933"},{"volume-title":"An Introduction to Support Vector Machines and Other Kernel-based Learning Methods","author":"Cristianini N.","key":"e_1_2_1_5_1","doi-asserted-by":"crossref","DOI":"10.1017\/CBO9780511801389"},{"key":"e_1_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/1778765.1778843"},{"key":"e_1_2_1_7_1","unstructured":"Dobbyn S. 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