Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Anime-to-Real Clothing: Cosplay Costume Generation via Image-to-Image
  Translation   Cosplay has grown from its origins at fan conventions into a billion-dollar
global dress phenomenon. To facilitate imagination and reinterpretation from
animated images to real garments, this paper presents an automatic costume
image generation method based on image-to-image translation. Cosplay items can
be significantly diverse in their styles and shapes, and conventional methods
cannot be directly applied to the wide variation in clothing images that are
the focus of this study. To solve this problem, our method starts by collecting
and preprocessing web images to prepare a cleaned, paired dataset of the anime
and real domains. Then, we present a novel architecture for generative
adversarial networks (GANs) to facilitate high-quality cosplay image
generation. Our GAN consists of several effective techniques to fill the gap
between the two domains and improve both the global and local consistency of
generated images. Experiments demonstrated that, with two types of evaluation
metrics, the proposed GAN achieves better performance than existing methods. We
also showed that the images generated by the proposed method are more realistic
than those generated by the conventional methods. Our codes and pretrained
model are available on the web.

28
The categories of this paper are: alg-geom
33
The categories of this paper are: plasm-ph
26
The categories of this paper are: bayes-an
11
The categories of this paper are: hep-lat
25
The categories of this paper are: patt-sol
21
The categories of this paper are: adap-org
3
The categories of this paper are: physics
22
The categories of this paper are: chao-dyn
12
The categories of this paper are: nucl-th
15
The categories of this paper are: nucl-ex
0
The categories of this paper are: hep-ph
13
The categories of this paper are: quant-ph
32
The categories of this paper are: atom-ph
24
The categories of this paper are: dg-ga
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The categories of this paper are: ao-sci
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The categories of this paper are: comp-gas