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|Title:||Hi, magic closet, tell me what to wear!|
|Authors:||Liu, S. |
occasion oriented clothing pairing
|Citation:||Liu, S.,Nguyen, T.V.,Feng, J.,Wang, M.,Yan, S. (2012). Hi, magic closet, tell me what to wear!. MM 2012 - Proceedings of the 20th ACM International Conference on Multimedia : 1333-1334. ScholarBank@NUS Repository. https://doi.org/10.1145/2393347.2396470|
|Abstract:||In this demo, we present a practical system, magic closet, for automatic occasion-oriented clothing pairing. Given a user-input occasion, e.g., wedding or shopping, the magic closet intelligently and automatically pairs the user-specified reference clothing (upper-body or lower-body) with the most suitable one from online shops. Two key criteria are explicitly considered for the magic closet system. One criterion is to wear properly, e.g., compared to suit pants, it is more decent to wear a cocktail dress for a banquet occasion. The other criterion is to wear aesthetically, e.g., a red T-shirt matches better white pants than green pants. To narrow the semantic gap between the low-level visual features and the high-level occasion categories, we propose to adopt middle-level clothing attributes (e.g., clothing category, color, pattern) as a bridge. More specifically, the clothing attributes are treated as latent variables in our proposed latent Support Vector Machine (SVM) based recommendation model. The wearing properly criterion is described through a feature-occasion potential and an attribute-occasion potential, while the wearing aesthetically criterion is expressed by an attribute-attribute potential. © 2012 Authors.|
|Source Title:||MM 2012 - Proceedings of the 20th ACM International Conference on Multimedia|
|Appears in Collections:||Staff Publications|
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