Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: AI Singapore Trusted Media Challenge Dataset   The development of powerful deep learning technologies has brought about some
negative effects to both society and individuals. One such issue is the
emergence of fake media. To tackle the issue, we have organized the Trusted
Media Challenge (TMC) to explore how Artificial Intelligence (AI) technologies
could be leveraged to combat fake media.
  To enable further research, we are releasing the dataset that we had prepared
from the TMC challenge, consisting of 4,380 fake and 2,563 real videos, with
various video and/or audio manipulation methods employed to produce different
types of fake media. All the videos in the TMC dataset are accompanied with
audios and have a minimum resolution of 360p. The videos have various
durations, background, illumination, and may contain perturbations that mimic
transmission errors and compression.
  We have also carried out a user study to demonstrate the quality of the TMC
dataset and to compare the performance of humans and AI models. The results
showed that the TMC dataset can fool human participants in many cases, and the
winning AI models of the Trusted Media Challenge outperformed humans.
  The TMC dataset is available for research purpose upon request via
tmc-dataset@aisingapore.org.

14
The categories of this paper are: math-ph
6
The categories of this paper are: astro-ph
36
The categories of this paper are: cmp-lg
2
The categories of this paper are: math
12
The categories of this paper are: nucl-th
15
The categories of this paper are: nucl-ex
28
The categories of this paper are: alg-geom
8
The categories of this paper are: hep-ex
33
The categories of this paper are: plasm-ph
37
The categories of this paper are: supr-con
21
The categories of this paper are: adap-org
32
The categories of this paper are: atom-ph
34
The categories of this paper are: chem-ph
31
The categories of this paper are: ao-sci
25
The categories of this paper are: patt-sol
18
The categories of this paper are: econ