Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Generator Pyramid for High-Resolution Image Inpainting   Inpainting high-resolution images with large holes challenges existing deep
learning based image inpainting methods. We present a novel framework --
PyramidFill for high-resolution image inpainting task, which explicitly
disentangles content completion and texture synthesis. PyramidFill attempts to
complete the content of unknown regions in a lower-resolution image, and
synthesis the textures of unknown regions in a higher-resolution image,
progressively. Thus, our model consists of a pyramid of fully convolutional
GANs, wherein the content GAN is responsible for completing contents in the
lowest-resolution masked image, and each texture GAN is responsible for
synthesizing textures in a higher-resolution image. Since completing contents
and synthesising textures demand different abilities from generators, we
customize different architectures for the content GAN and texture GAN.
Experiments on multiple datasets including CelebA-HQ, Places2 and a new natural
scenery dataset (NSHQ) with different resolutions demonstrate that PyramidFill
generates higher-quality inpainting results than the state-of-the-art methods.
To better assess high-resolution image inpainting methods, we will release
NSHQ, high-quality natural scenery images with high-resolution
1920$\times$1080.

12
The categories of this paper are: nucl-th
2
The categories of this paper are: math
18
The categories of this paper are: econ
7
The categories of this paper are: hep-th
35
The categories of this paper are: mtrl-th
16
The categories of this paper are: stat
27
The categories of this paper are: comp-gas
21
The categories of this paper are: adap-org
4
The categories of this paper are: cond-mat
34
The categories of this paper are: chem-ph
8
The categories of this paper are: hep-ex
36
The categories of this paper are: cmp-lg
20
The categories of this paper are: acc-phys
29
The categories of this paper are: funct-an
9
The categories of this paper are: nlin
5
The categories of this paper are: gr-qc