Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: USAR: an Interactive User-specific Aesthetic Ranking Framework for
  Images   When assessing whether an image is of high or low quality, it is
indispensable to take personal preference into account. Existing aesthetic
models lay emphasis on hand-crafted features or deep features commonly shared
by high quality images, but with limited or no consideration for personal
preference and user interaction. To that end, we propose a novel and
user-friendly aesthetic ranking framework via powerful deep neural network and
a small amount of user interaction, which can automatically estimate and rank
the aesthetic characteristics of images in accordance with users' preference.
Our framework takes as input a series of photos that users prefer, and produces
as output a reliable, user-specific aesthetic ranking model matching with
users' preference. Considering the subjectivity of personal preference and the
uncertainty of user's single selection, a unique and exclusive dataset will be
constructed interactively to describe the preference of one individual by
retrieving the most similar images with regard to those specified by users.
Based on this unique user-specific dataset and sufficient well-designed
aesthetic attributes, a customized aesthetic distribution model can be learned,
which concatenates both personalized preference and aesthetic rules. We conduct
extensive experiments and user studies on two large-scale public datasets, and
demonstrate that our framework outperforms those work based on conventional
aesthetic assessment or ranking model.

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The categories of this paper are: nucl-th
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The categories of this paper are: astro-ph
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The categories of this paper are: q-fin
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The categories of this paper are: comp-gas
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The categories of this paper are: supr-con
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The categories of this paper are: atom-ph
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The categories of this paper are: dg-ga
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The categories of this paper are: q-bio
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The categories of this paper are: econ
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The categories of this paper are: plasm-ph
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The categories of this paper are: q-alg
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The categories of this paper are: bayes-an
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The categories of this paper are: hep-ph
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The categories of this paper are: quant-ph
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The categories of this paper are: chem-ph
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The categories of this paper are: hep-ex