Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: DRB-GAN: A Dynamic ResBlock Generative Adversarial Network for Artistic
  Style Transfer   The paper proposes a Dynamic ResBlock Generative Adversarial Network
(DRB-GAN) for artistic style transfer. The style code is modeled as the shared
parameters for Dynamic ResBlocks connecting both the style encoding network and
the style transfer network. In the style encoding network, a style class-aware
attention mechanism is used to attend the style feature representation for
generating the style codes. In the style transfer network, multiple Dynamic
ResBlocks are designed to integrate the style code and the extracted CNN
semantic feature and then feed into the spatial window Layer-Instance
Normalization (SW-LIN) decoder, which enables high-quality synthetic images
with artistic style transfer. Moreover, the style collection conditional
discriminator is designed to equip our DRB-GAN model with abilities for both
arbitrary style transfer and collection style transfer during the training
stage. No matter for arbitrary style transfer or collection style transfer,
extensive experiments strongly demonstrate that our proposed DRB-GAN
outperforms state-of-the-art methods and exhibits its superior performance in
terms of visual quality and efficiency. Our source code is available at
\color{magenta}{\url{https://github.com/xuwenju123/DRB-GAN}}.

4
The categories of this paper are: cond-mat
21
The categories of this paper are: adap-org
12
The categories of this paper are: nucl-th
31
The categories of this paper are: ao-sci
33
The categories of this paper are: plasm-ph
0
The categories of this paper are: hep-ph
3
The categories of this paper are: physics
11
The categories of this paper are: hep-lat
32
The categories of this paper are: atom-ph
15
The categories of this paper are: nucl-ex
34
The categories of this paper are: chem-ph
29
The categories of this paper are: funct-an
20
The categories of this paper are: acc-phys
8
The categories of this paper are: hep-ex
24
The categories of this paper are: dg-ga
36
The categories of this paper are: cmp-lg