Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: LoGANv2: Conditional Style-Based Logo Generation with Generative
  Adversarial Networks   Domains such as logo synthesis, in which the data has a high degree of
multi-modality, still pose a challenge for generative adversarial networks
(GANs). Recent research shows that progressive training (ProGAN) and mapping
network extensions (StyleGAN) enable both increased training stability for
higher dimensional problems and better feature separation within the embedded
latent space. However, these architectures leave limited control over shaping
the output of the network, which is an undesirable trait in the case of logo
synthesis. This paper explores a conditional extension to the StyleGAN
architecture with the aim of firstly, improving on the low resolution results
of previous research and, secondly, increasing the controllability of the
output through the use of synthetic class-conditions. Furthermore, methods of
extracting such class conditions are explored with a focus on the human
interpretability, where the challenge lies in the fact that, by nature, visual
logo characteristics are hard to define. The introduced conditional style-based
generator architecture is trained on the extracted class-conditions in two
experiments and studied relative to the performance of an unconditional model.
Results show that, whilst the unconditional model more closely matches the
training distribution, high quality conditions enabled the embedding of finer
details onto the latent space, leading to more diverse output.

21
The categories of this paper are: adap-org
16
The categories of this paper are: stat
34
The categories of this paper are: chem-ph
15
The categories of this paper are: nucl-ex
4
The categories of this paper are: cond-mat
5
The categories of this paper are: gr-qc
35
The categories of this paper are: mtrl-th
30
The categories of this paper are: q-alg
11
The categories of this paper are: hep-lat
37
The categories of this paper are: supr-con
24
The categories of this paper are: dg-ga
26
The categories of this paper are: bayes-an
0
The categories of this paper are: hep-ph
25
The categories of this paper are: patt-sol
18
The categories of this paper are: econ
9
The categories of this paper are: nlin