Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Style Intervention: How to Achieve Spatial Disentanglement with
  Style-based Generators?   Generative Adversarial Networks (GANs) with style-based generators (e.g.
StyleGAN) successfully enable semantic control over image synthesis, and recent
studies have also revealed that interpretable image translations could be
obtained by modifying the latent code. However, in terms of the low-level image
content, traveling in the latent space would lead to `spatially entangled
changes' in corresponding images, which is undesirable in many real-world
applications where local editing is required. To solve this problem, we analyze
properties of the 'style space' and explore the possibility of controlling the
local translation with pre-trained style-based generators. Concretely, we
propose 'Style Intervention', a lightweight optimization-based algorithm which
could adapt to arbitrary input images and render natural translation effects
under flexible objectives. We verify the performance of the proposed framework
in facial attribute editing on high-resolution images, where both photo-realism
and consistency are required. Extensive qualitative results demonstrate the
effectiveness of our method, and quantitative measurements also show that the
proposed algorithm outperforms state-of-the-art benchmarks in various aspects.

13
The categories of this paper are: quant-ph
31
The categories of this paper are: ao-sci
20
The categories of this paper are: acc-phys
26
The categories of this paper are: bayes-an
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The categories of this paper are: comp-gas
19
The categories of this paper are: eess
14
The categories of this paper are: math-ph
33
The categories of this paper are: plasm-ph
2
The categories of this paper are: math
32
The categories of this paper are: atom-ph
37
The categories of this paper are: supr-con
11
The categories of this paper are: hep-lat
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The categories of this paper are: q-bio
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The categories of this paper are: q-fin
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The categories of this paper are: astro-ph
30
The categories of this paper are: q-alg