Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Detecting Photoshopped Faces by Scripting Photoshop   Most malicious photo manipulations are created using standard image editing
tools, such as Adobe Photoshop. We present a method for detecting one very
popular Photoshop manipulation -- image warping applied to human faces -- using
a model trained entirely using fake images that were automatically generated by
scripting Photoshop itself. We show that our model outperforms humans at the
task of recognizing manipulated images, can predict the specific location of
edits, and in some cases can be used to "undo" a manipulation to reconstruct
the original, unedited image. We demonstrate that the system can be
successfully applied to real, artist-created image manipulations.

14
The categories of this paper are: math-ph
27
The categories of this paper are: comp-gas
16
The categories of this paper are: stat
10
The categories of this paper are: q-bio
32
The categories of this paper are: atom-ph
31
The categories of this paper are: ao-sci
13
The categories of this paper are: quant-ph
12
The categories of this paper are: nucl-th
37
The categories of this paper are: supr-con
22
The categories of this paper are: chao-dyn
3
The categories of this paper are: physics
25
The categories of this paper are: patt-sol
29
The categories of this paper are: funct-an
18
The categories of this paper are: econ
7
The categories of this paper are: hep-th
2
The categories of this paper are: math