Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Delving into Rectifiers in Style-Based Image Translation   While modern image translation techniques can create photorealistic synthetic
images, they have limited style controllability, thus could suffer from
translation errors. In this work, we show that the activation function is one
of the crucial components in controlling the direction of image synthesis.
Specifically, we explicitly demonstrated that the slope parameters of the
rectifier could change the data distribution and be used independently to
control the direction of translation. To improve the style controllability, two
simple but effective techniques are proposed, including Adaptive ReLU (AdaReLU)
and structural adaptive function. The AdaReLU can dynamically adjust the slope
parameters according to the target style and can be utilized to increase the
controllability by combining with Adaptive Instance Normalization (AdaIN).
Meanwhile, the structural adaptative function enables rectifiers to manipulate
the structure of feature maps more effectively. It is composed of the proposed
structural convolution (StruConv), an efficient convolutional module that can
choose the area to be activated based on the mean and variance specified by
AdaIN. Extensive experiments show that the proposed techniques can greatly
increase the network controllability and output diversity in style-based image
translation tasks.

36
The categories of this paper are: cmp-lg
22
The categories of this paper are: chao-dyn
29
The categories of this paper are: funct-an
5
The categories of this paper are: gr-qc
13
The categories of this paper are: quant-ph
12
The categories of this paper are: nucl-th
11
The categories of this paper are: hep-lat
21
The categories of this paper are: adap-org
25
The categories of this paper are: patt-sol
2
The categories of this paper are: math
30
The categories of this paper are: q-alg
33
The categories of this paper are: plasm-ph
6
The categories of this paper are: astro-ph
4
The categories of this paper are: cond-mat
14
The categories of this paper are: math-ph
18
The categories of this paper are: econ