Hi, magic closet, tell me what to wear!
Hi, magic closet, tell me what to wear!
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DOI：
10.1145/2393347.2396470
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发表时间：
2012-10
期刊：
影响因子：
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通讯作者：
Si Liu;Tam V. Nguyen;Jiashi Feng;Meng Wang;Shuicheng Yan
中科院分区：
文献类型：
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作者：
Si Liu;Tam V. Nguyen;Jiashi Feng;Meng Wang;Shuicheng Yan
在这个演示中，我们提出了一个实用的系统，魔术柜，自动服装配对。给定用户输入的场合，例如，无论是婚礼还是购物，魔术衣橱都能智能自动地将用户指定的参考服装（上身或下身）与网上商店中最合适的服装配对。两个关键的标准被明确考虑的魔术柜系统。一个标准是适当地穿戴，例如，比起西装裤，宴会场合穿晚礼服更得体。另一个标准是穿着美观，例如，红色T恤与白色裤子的搭配比与绿色裤子的搭配好。为了缩小低级视觉特征和高级场合类别之间的语义差距，我们建议采用中级服装属性（例如，服装类别、色彩、图案）作为桥梁。更具体地说，服装属性被视为潜在的变量，在我们提出的潜在支持向量机（SVM）的推荐模型。穿着得体性标准由特征-场合势和属性-场合势描述，穿着美观性标准由属性-属性势描述。
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.