Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Example-Guided Image Synthesis across Arbitrary Scenes using Masked
  Spatial-Channel Attention and Self-Supervision   Example-guided image synthesis has recently been attempted to synthesize an
image from a semantic label map and an exemplary image. In the task, the
additional exemplar image provides the style guidance that controls the
appearance of the synthesized output. Despite the controllability advantage,
the existing models are designed on datasets with specific and roughly aligned
objects. In this paper, we tackle a more challenging and general task, where
the exemplar is an arbitrary scene image that is semantically different from
the given label map. To this end, we first propose a Masked Spatial-Channel
Attention (MSCA) module which models the correspondence between two arbitrary
scenes via efficient decoupled attention. Next, we propose an end-to-end
network for joint global and local feature alignment and synthesis. Finally, we
propose a novel self-supervision task to enable training. Experiments on the
large-scale and more diverse COCO-stuff dataset show significant improvements
over the existing methods. Moreover, our approach provides interpretability and
can be readily extended to other content manipulation tasks including style and
spatial interpolation or extrapolation.

8
The categories of this paper are: hep-ex
2
The categories of this paper are: math
0
The categories of this paper are: hep-ph
36
The categories of this paper are: cmp-lg
12
The categories of this paper are: nucl-th
16
The categories of this paper are: stat
30
The categories of this paper are: q-alg
32
The categories of this paper are: atom-ph
34
The categories of this paper are: chem-ph
18
The categories of this paper are: econ
25
The categories of this paper are: patt-sol
37
The categories of this paper are: supr-con
28
The categories of this paper are: alg-geom
5
The categories of this paper are: gr-qc
24
The categories of this paper are: dg-ga
11
The categories of this paper are: hep-lat