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DFGC 2022: The Second DeepFake Game Competition

  • Bo Peng
  • , Wei Xiang
  • , Yue Jiang
  • , Wei Wang
  • , Jing Dong
  • , Zhenan Sun
  • , Zhen Lei
  • , Siwei Lyu
  • CAS - Institute of Automation

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

12 Scopus citations

Abstract

This paper presents the summary report on our DFGC 2022 competition. The DeepFake is rapidly evolving, and realistic face-swaps are becoming more deceptive and difficult to detect. On the other hand, methods for detecting DeepFakes are also improving. There is a two-party game between DeepFake creators and defenders. This competition provides a common platform for benchmarking the game between the current state-of-the-arts in Deep-Fake creation and detection methods. The main research question to be answered by this competition is the current state of the two adversaries when competed with each other. This is the second edition after the last year's DFGC 2021, with a new, more diverse video dataset, a more realistic game setting, and more reasonable evaluation metrics. With this competition, we aim to stimulate research ideas for building better defenses against the DeepFake threats. We also release our DFGC 2022 dataset contributed by both our participants and ourselves to enrich the DeepFake data resources for the research community (https://github.com/NiCE-X/DFGC-2022).

Original languageEnglish
Title of host publication2022 IEEE International Joint Conference on Biometrics, IJCB 2022
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781665463942
DOIs
StatePublished - 2022
Event2022 IEEE International Joint Conference on Biometrics, IJCB 2022 - Abu Dhabi, United Arab Emirates
Duration: Oct 10 2022Oct 13 2022

Publication series

Name2022 IEEE International Joint Conference on Biometrics, IJCB 2022

Conference

Conference2022 IEEE International Joint Conference on Biometrics, IJCB 2022
Country/TerritoryUnited Arab Emirates
CityAbu Dhabi
Period10/10/2210/13/22

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