Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Theme-Matters: Fashion Compatibility Learning via Theme Attention   Fashion compatibility learning is important to many fashion markets such as
outfit composition and online fashion recommendation. Unlike previous work, we
argue that fashion compatibility is not only a visual appearance compatible
problem but also a theme-matters problem. An outfit, which consists of a set of
fashion items (e.g., shirt, suit, shoes, etc.), is considered to be compatible
for a "dating" event, yet maybe not for a "business" occasion. In this paper,
we aim at solving the fashion compatibility problem given specific themes. To
this end, we built the first real-world theme-aware fashion dataset comprising
14K around outfits labeled with 32 themes. In this dataset, there are more than
40K fashion items labeled with 152 fine-grained categories. We also propose an
attention model learning fashion compatibility given a specific theme. It
starts with a category-specific subspace learning, which projects compatible
outfit items in certain categories to be close in the subspace. Thanks to
strong connections between fashion themes and categories, we then build a
theme-attention model over the category-specific embedding space. This model
associates themes with the pairwise compatibility with attention, and thus
compute the outfit-wise compatibility. To the best of our knowledge, this is
the first attempt to estimate outfit compatibility conditional on a theme. We
conduct extensive qualitative and quantitative experiments on our new dataset.
Our method outperforms the state-of-the-art approaches.

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The categories of this paper are: solv-int
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The categories of this paper are: acc-phys
31
The categories of this paper are: ao-sci
10
The categories of this paper are: q-bio
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The categories of this paper are: bayes-an
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The categories of this paper are: chem-ph
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The categories of this paper are: econ
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The categories of this paper are: gr-qc
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The categories of this paper are: cond-mat
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The categories of this paper are: nlin
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The categories of this paper are: astro-ph
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The categories of this paper are: patt-sol
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The categories of this paper are: q-alg
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The categories of this paper are: nucl-ex
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The categories of this paper are: hep-lat
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The categories of this paper are: plasm-ph