Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: CoGS: Controllable Generation and Search from Sketch and Style   We present CoGS, a novel method for the style-conditioned, sketch-driven
synthesis of images. CoGS enables exploration of diverse appearance
possibilities for a given sketched object, enabling decoupled control over the
structure and the appearance of the output. Coarse-grained control over object
structure and appearance are enabled via an input sketch and an exemplar
"style" conditioning image to a transformer-based sketch and style encoder to
generate a discrete codebook representation. We map the codebook representation
into a metric space, enabling fine-grained control over selection and
interpolation between multiple synthesis options for a given image before
generating the image via a vector quantized GAN (VQGAN) decoder. Our framework
thereby unifies search and synthesis tasks, in that a sketch and style pair may
be used to run an initial synthesis which may be refined via combination with
similar results in a search corpus to produce an image more closely matching
the user's intent. We show that our model, trained on the 125 object classes of
our newly created Pseudosketches dataset, is capable of producing a diverse
gamut of semantic content and appearance styles.

20
The categories of this paper are: acc-phys
26
The categories of this paper are: bayes-an
4
The categories of this paper are: cond-mat
31
The categories of this paper are: ao-sci
36
The categories of this paper are: cmp-lg
35
The categories of this paper are: mtrl-th
32
The categories of this paper are: atom-ph
25
The categories of this paper are: patt-sol
27
The categories of this paper are: comp-gas
0
The categories of this paper are: hep-ph
37
The categories of this paper are: supr-con
15
The categories of this paper are: nucl-ex
10
The categories of this paper are: q-bio
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The categories of this paper are: quant-ph
34
The categories of this paper are: chem-ph
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The categories of this paper are: hep-lat