Video forensics;
Video forgery detection;
Deepfake detection;
Facial manipulation detection;
Audio deepfake detection;
FORGERY;
NETWORKS;
IMAGES;
MOTION;
D O I:
10.1007/s11042-022-13100-x
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
Digital content, particularly the digital videos recorded at specific angle, though, provides a truthful picture of reality but the widespread proliferation of easy-to-use content editing softwares doubt about its authenticity. Recently, Artificial Intelligence (AI) based content altering mechanism, known as deepfake, became popular on social media platforms, wherein any person can be able to purport the behaviour of another person in a video who is actually not there. Depending on the type of manipulation performed, different types of deepfakes are described in this paper. Moreover, rely on digital content for trustworthy evidence as well as to avoid spread of misinformation, integrity and authenticity of digital content has-been of utmost concerns. This paper aims to present a survey of the state-of-art video integrity verification techniques with special emphasis on emerging deepfake video detection approaches. Seeing the advancement in creation of more realistic deepfake videos, this review facilitates the development of more generalized methods with a thorough discussion on different research trends in the wake of deepfake detection.
机构:
UNESP Sao Paulo State Univ, Dept Comp, BR-17033360 Bauru, SP, BrazilUNESP Sao Paulo State Univ, Dept Comp, BR-17033360 Bauru, SP, Brazil
da Costa, Kelton A. P.
Papa, Joao P.
论文数: 0引用数: 0
h-index: 0
机构:
UNESP Sao Paulo State Univ, Dept Comp, BR-17033360 Bauru, SP, BrazilUNESP Sao Paulo State Univ, Dept Comp, BR-17033360 Bauru, SP, Brazil
Papa, Joao P.
Passos, Leandro A.
论文数: 0引用数: 0
h-index: 0
机构:
UNESP Sao Paulo State Univ, Dept Comp, BR-17033360 Bauru, SP, BrazilUNESP Sao Paulo State Univ, Dept Comp, BR-17033360 Bauru, SP, Brazil
Passos, Leandro A.
Colombo, Danilo
论文数: 0引用数: 0
h-index: 0
机构:
Petr Brasileiro SA Petrobras, Cenpes, Rio De Janeiro, RJ, BrazilUNESP Sao Paulo State Univ, Dept Comp, BR-17033360 Bauru, SP, Brazil
Colombo, Danilo
Del Ser, Javier
论文数: 0引用数: 0
h-index: 0
机构:
Univ Basque Country UPV EHU, Bilbao 48013, Spain
Basque Res & Technol Alliance BRTA, TECNALIA, Derio 48160, SpainUNESP Sao Paulo State Univ, Dept Comp, BR-17033360 Bauru, SP, Brazil
Del Ser, Javier
Muhammad, Khan
论文数: 0引用数: 0
h-index: 0
机构:
Sejong Univ, Dept Software, Seoul 143747, South KoreaUNESP Sao Paulo State Univ, Dept Comp, BR-17033360 Bauru, SP, Brazil
Muhammad, Khan
de Albuquerque, Victor Hugo C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fortaleza, Grad Program Appl Informat, Fortaleza, Ceara, BrazilUNESP Sao Paulo State Univ, Dept Comp, BR-17033360 Bauru, SP, Brazil
机构:
Fujian Normal Univ, Sch Math & Informat, Fuzhou 350007, Peoples R ChinaFujian Normal Univ, Sch Math & Informat, Fuzhou 350007, Peoples R China
Pu, Han
Huang, Tianqiang
论文数: 0引用数: 0
h-index: 0
机构:
Fujian Normal Univ, Sch Math & Informat, Fuzhou 350007, Peoples R China
Fujian Normal Univ, Digital Fujian Inst Big Data Secur Technol, Fuzhou 350007, Peoples R China
Fujian Normal Univ, Engn Technol Res Ctr Publ Serv Big Data Min & App, Fuzhou 350007, Peoples R ChinaFujian Normal Univ, Sch Math & Informat, Fuzhou 350007, Peoples R China
Huang, Tianqiang
Bin Weng
论文数: 0引用数: 0
h-index: 0
机构:
Fujian Normal Univ, Sch Math & Informat, Fuzhou 350007, Peoples R China
Fujian Normal Univ, Digital Fujian Inst Big Data Secur Technol, Fuzhou 350007, Peoples R China
Fujian Normal Univ, Engn Technol Res Ctr Publ Serv Big Data Min & App, Fuzhou 350007, Peoples R ChinaFujian Normal Univ, Sch Math & Informat, Fuzhou 350007, Peoples R China
Bin Weng
Ye, Feng
论文数: 0引用数: 0
h-index: 0
机构:
Fujian Normal Univ, Sch Math & Informat, Fuzhou 350007, Peoples R China
Fujian Normal Univ, Digital Fujian Inst Big Data Secur Technol, Fuzhou 350007, Peoples R China
Fujian Normal Univ, Engn Technol Res Ctr Publ Serv Big Data Min & App, Fuzhou 350007, Peoples R ChinaFujian Normal Univ, Sch Math & Informat, Fuzhou 350007, Peoples R China
Ye, Feng
Zhao, Chenbin
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, Sch Cyber Sci & Engn, Wuhan 430072, Peoples R ChinaFujian Normal Univ, Sch Math & Informat, Fuzhou 350007, Peoples R China
机构:
School of Optical-Electrical Information and Computer Engineering, University of Shanghai for Science and Technology, ShanghaiSchool of Optical-Electrical Information and Computer Engineering, University of Shanghai for Science and Technology, Shanghai
Yao H.
Hu X.
论文数: 0引用数: 0
h-index: 0
机构:
School of Optical-Electrical Information and Computer Engineering, University of Shanghai for Science and Technology, ShanghaiSchool of Optical-Electrical Information and Computer Engineering, University of Shanghai for Science and Technology, Shanghai