Face swapping detection based on identity spatial constraints with weighted frequency division

doi:10.1007/s00530-022-01007-4

CORC > 自动化研究所 > 中国科学院自动化研究所 > 模式识别国家重点实验室 > 视频内容安全团队

	Face swapping detection based on identity spatial constraints with weighted frequency division
	Ai, Zupeng 3; Peng, Chengwei 1; Jiang, Jun 2; Li, Zekun 1; Li, Bing 2,4
刊名	MULTIMEDIA SYSTEMS
	2022-10-14
页码	14
关键词	Face swapping Face manipulation Frequency division Identity constraints
ISSN号	0942-4962
DOI	10.1007/s00530-022-01007-4
通讯作者	Li, Zekun(zekun0227@163.com)
英文摘要	The generalization of face swapping detectors is necessary when applied to the practical applications. Although the most existing methods may achieve accuracy detection performance on the known forgeries, they fail to make the prediction when faced with unseen face manipulation methods. To alleviate the problem, we propose a novel and practical framework called Detection based on Identity Spatial Constraints with Weighted Frequency Division (DISC-WFD) through introducing the reference image, consisting of the backbone network, the shared Identity Semantic Encoder (ISE) and the corresponding Identity Spatial Constraint (ISC) branches. The ISE is utilized to measure the identity similarity between the input image and the reference image and generates identity spatial constraints. The constraints are imposed on ISC to focus on the high frequency and low-frequency identity-related areas for the discriminative information. The proposed method can significantly improve the performance and the generalization against the unseen manipulation methods. Furthermore, the cross-dataset experiments validate the superiority and the effectiveness of the DISC-WFD.
资助项目	National Key Research and Development Program of China[2020AAA0106800] ; National Natural Science Foundation of China[62192785] ; National Natural Science Foundation of China[61902401] ; National Natural Science Foundation of China[61972071] ; National Natural Science Foundation of China[U1936204] ; National Natural Science Foundation of China[62122086] ; National Natural Science Foundation of China[62036011] ; National Natural Science Foundation of China[62192782] ; National Natural Science Foundation of China[61721004] ; Beijing Natural Science Foundation[M22005] ; CAS Key Research Program of Frontier Sciences[QYZDJ-SSW-JSC040] ; Youth Innovation Promotion Association, CAS
WOS研究方向	Computer Science
语种	英语
出版者	SPRINGER
WOS记录号	WOS:000868236300001
资助机构	National Key Research and Development Program of China ; National Natural Science Foundation of China ; Beijing Natural Science Foundation ; CAS Key Research Program of Frontier Sciences ; Youth Innovation Promotion Association, CAS
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/50293]
专题	自动化研究所_模式识别国家重点实验室_视频内容安全团队
通讯作者	Li, Zekun
作者单位	1.Coordinat Ctr China, Natl Comp Network Emergency Response Tech Team, Beijing 100029, Peoples R China 2.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China 3.Univ Chinese Acad Sci, Sch Econ & Management, Beijing 100049, Peoples R China 4.People AI Inc, Beijing 100080, Peoples R China
推荐引用方式 GB/T 7714	Ai, Zupeng,Peng, Chengwei,Jiang, Jun,et al. Face swapping detection based on identity spatial constraints with weighted frequency division[J]. MULTIMEDIA SYSTEMS,2022:14.
APA	Ai, Zupeng,Peng, Chengwei,Jiang, Jun,Li, Zekun,&Li, Bing.(2022).Face swapping detection based on identity spatial constraints with weighted frequency division.MULTIMEDIA SYSTEMS,14.
MLA	Ai, Zupeng,et al."Face swapping detection based on identity spatial constraints with weighted frequency division".MULTIMEDIA SYSTEMS (2022):14.