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

doi:10.1007/s00530-022-01007-4

CASIA OpenIR > 多模态人工智能系统全国重点实验室 > 视频内容安全

	Face swapping detection based on identity spatial constraints with weighted frequency division
	Ai, Zupeng 1; Peng, Chengwei 2; Jiang, Jun3 ; Li, Zekun2 ; Li, Bing3,4
发表期刊	MULTIMEDIA SYSTEMS
ISSN	0942-4962
	2022-10-14
页码	14
通讯作者	Li, Zekun(zekun0227@163.com)
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.
关键词	Face swapping Face manipulation Frequency division Identity constraints
DOI	10.1007/s00530-022-01007-4
收录类别	SCI
语种	英语
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
项目资助者	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
WOS研究方向	Computer Science
WOS类目	Computer Science, Information Systems ; Computer Science, Theory & Methods
WOS记录号	WOS:000868236300001
出版者	SPRINGER
引用统计
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/50294
专题	多模态人工智能系统全国重点实验室_视频内容安全
通讯作者	Li, Zekun
作者单位	1.Univ Chinese Acad Sci, Sch Econ & Management, Beijing 100049, Peoples R China 2.Coordinat Ctr China, Natl Comp Network Emergency Response Tech Team, Beijing 100029, Peoples R China 3.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, 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.