Dfgc 2021: A deepfake game competition

Bo Peng; Hongxing Fan; Wei Wang; Jing Dong; Yuezun Li; Siwei Lyu; Qi Li; Zhenan Sun; Han Chen; Baoying Chen; Yanjie Hu; Shenghai Luo; Junrui Huang; Yutong Yao; Boyuan Liu; Hefei Ling; Guosheng Zhang; Zhiliang Xu; Changtao Miao; Changlei Lu; Shan He; Xiaoyan Wu; Wanyi Zhuang

doi:10.1109/IJCB52358.2021.9484387

Dfgc 2021: A deepfake game competition

Bo Peng
, Hongxing Fan
, Wei Wang
, Jing Dong
, Yuezun Li
, Siwei Lyu
, Qi Li
, Zhenan Sun
, Han Chen
, Baoying Chen
, Yanjie Hu
, Shenghai Luo
, Junrui Huang
, Yutong Yao
, Boyuan Liu
, Hefei Ling
, Guosheng Zhang
, Zhiliang Xu
, Changtao Miao
, Changlei Lu

Shan He, Xiaoyan Wu, Wanyi Zhuang

Department of Computer Science and Engineering

University at Buffalo

CAS - Institute of Automation
Ocean University of China
Shenzhen University
Huazhong University of Science and Technology
Guangdong University of Technology
University of Science and Technology of China
IFLYTEK Co., Ltd.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

17 Scopus citations

Abstract

This paper presents a summary of the DeepFake Game Competition (DFGC) 2021¹. DeepFake technology is developing fast, and realistic face-swaps are increasingly deceiving and hard to detect. At the same time, DeepFake detection methods are also improving. There is a two-party game between DeepFake creators and detectors. This competition provides a common platform for benchmarking the adversarial game between current state-of-the-art DeepFake creation and detection methods. In this paper, we present the organization, results and top solutions of this competition and also share our insights obtained during this event. We also release the DFGC-21 testing dataset collected from our participants to further benefit the research community².

Original language	English
Title of host publication	Proceedings - 2021 International Joint Conference on Biometrics, IJCB 2093
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781665437806
DOIs	https://doi.org/10.1109/IJCB52358.2021.9484387
State	Published - Aug 4 2021
Event	2021 IEEE International Joint Conference on Biometrics, IJCB 2021 - Shenzhen, China Duration: Aug 4 2021 → Aug 7 2021

Publication series

Name	2021 IEEE International Joint Conference on Biometrics, IJCB 2021

Conference

Conference	2021 IEEE International Joint Conference on Biometrics, IJCB 2021
Country/Territory	China
City	Shenzhen
Period	08/4/21 → 08/7/21

Access to Document

10.1109/IJCB52358.2021.9484387

Cite this

Peng, B., Fan, H., Wang, W., Dong, J., Li, Y., Lyu, S., Li, Q., Sun, Z., Chen, H., Chen, B., Hu, Y., Luo, S., Huang, J., Yao, Y., Liu, B., Ling, H., Zhang, G., Xu, Z., Miao, C., ... Zhuang, W. (2021). Dfgc 2021: A deepfake game competition. In Proceedings - 2021 International Joint Conference on Biometrics, IJCB 2093 Article 9484387 (2021 IEEE International Joint Conference on Biometrics, IJCB 2021). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/IJCB52358.2021.9484387

@inproceedings{42c83b46a3794f58babaf988001770ae,

title = "Dfgc 2021: A deepfake game competition",

abstract = "This paper presents a summary of the DeepFake Game Competition (DFGC) 20211. DeepFake technology is developing fast, and realistic face-swaps are increasingly deceiving and hard to detect. At the same time, DeepFake detection methods are also improving. There is a two-party game between DeepFake creators and detectors. This competition provides a common platform for benchmarking the adversarial game between current state-of-the-art DeepFake creation and detection methods. In this paper, we present the organization, results and top solutions of this competition and also share our insights obtained during this event. We also release the DFGC-21 testing dataset collected from our participants to further benefit the research community2.",

author = "Bo Peng and Hongxing Fan and Wei Wang and Jing Dong and Yuezun Li and Siwei Lyu and Qi Li and Zhenan Sun and Han Chen and Baoying Chen and Yanjie Hu and Shenghai Luo and Junrui Huang and Yutong Yao and Boyuan Liu and Hefei Ling and Guosheng Zhang and Zhiliang Xu and Changtao Miao and Changlei Lu and Shan He and Xiaoyan Wu and Wanyi Zhuang",

note = "Publisher Copyright: {\textcopyright} 2021 IEEE.; 2021 IEEE International Joint Conference on Biometrics, IJCB 2021 ; Conference date: 04-08-2021 Through 07-08-2021",

year = "2021",

month = aug,

day = "4",

doi = "10.1109/IJCB52358.2021.9484387",

language = "English",

series = "2021 IEEE International Joint Conference on Biometrics, IJCB 2021",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "Proceedings - 2021 International Joint Conference on Biometrics, IJCB 2093",

address = "United States",

}

Peng, B, Fan, H, Wang, W, Dong, J, Li, Y, Lyu, S, Li, Q, Sun, Z, Chen, H, Chen, B, Hu, Y, Luo, S, Huang, J, Yao, Y, Liu, B, Ling, H, Zhang, G, Xu, Z, Miao, C, Lu, C, He, S, Wu, X & Zhuang, W 2021, Dfgc 2021: A deepfake game competition. in Proceedings - 2021 International Joint Conference on Biometrics, IJCB 2093., 9484387, 2021 IEEE International Joint Conference on Biometrics, IJCB 2021, Institute of Electrical and Electronics Engineers Inc., 2021 IEEE International Joint Conference on Biometrics, IJCB 2021, Shenzhen, China, 08/4/21. https://doi.org/10.1109/IJCB52358.2021.9484387

Dfgc 2021: A deepfake game competition. / Peng, Bo; Fan, Hongxing; Wang, Wei et al.
Proceedings - 2021 International Joint Conference on Biometrics, IJCB 2093. Institute of Electrical and Electronics Engineers Inc., 2021. 9484387 (2021 IEEE International Joint Conference on Biometrics, IJCB 2021).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Dfgc 2021

T2 - 2021 IEEE International Joint Conference on Biometrics, IJCB 2021

AU - Peng, Bo

AU - Fan, Hongxing

AU - Wang, Wei

AU - Dong, Jing

AU - Li, Yuezun

AU - Lyu, Siwei

AU - Li, Qi

AU - Sun, Zhenan

AU - Chen, Han

AU - Chen, Baoying

AU - Hu, Yanjie

AU - Luo, Shenghai

AU - Huang, Junrui

AU - Yao, Yutong

AU - Liu, Boyuan

AU - Ling, Hefei

AU - Zhang, Guosheng

AU - Xu, Zhiliang

AU - Miao, Changtao

AU - Lu, Changlei

AU - He, Shan

AU - Wu, Xiaoyan

AU - Zhuang, Wanyi

PY - 2021/8/4

Y1 - 2021/8/4

N2 - This paper presents a summary of the DeepFake Game Competition (DFGC) 20211. DeepFake technology is developing fast, and realistic face-swaps are increasingly deceiving and hard to detect. At the same time, DeepFake detection methods are also improving. There is a two-party game between DeepFake creators and detectors. This competition provides a common platform for benchmarking the adversarial game between current state-of-the-art DeepFake creation and detection methods. In this paper, we present the organization, results and top solutions of this competition and also share our insights obtained during this event. We also release the DFGC-21 testing dataset collected from our participants to further benefit the research community2.

AB - This paper presents a summary of the DeepFake Game Competition (DFGC) 20211. DeepFake technology is developing fast, and realistic face-swaps are increasingly deceiving and hard to detect. At the same time, DeepFake detection methods are also improving. There is a two-party game between DeepFake creators and detectors. This competition provides a common platform for benchmarking the adversarial game between current state-of-the-art DeepFake creation and detection methods. In this paper, we present the organization, results and top solutions of this competition and also share our insights obtained during this event. We also release the DFGC-21 testing dataset collected from our participants to further benefit the research community2.

UR - https://www.scopus.com/pages/publications/85113299170

U2 - 10.1109/IJCB52358.2021.9484387

DO - 10.1109/IJCB52358.2021.9484387

M3 - Conference contribution

T3 - 2021 IEEE International Joint Conference on Biometrics, IJCB 2021

BT - Proceedings - 2021 International Joint Conference on Biometrics, IJCB 2093

PB - Institute of Electrical and Electronics Engineers Inc.

Y2 - 4 August 2021 through 7 August 2021

ER -

Dfgc 2021: A deepfake game competition

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