Detection of Digital Manipulation in Facial Images

被引：0

作者：

Mehra, Aman ^{[1
]}

Agarwal, Akshay ^{[1
,2
]}

Vatsa, Mayank ^{[3
]}

Singh, Richa ^{[3
]}

机构：

[1] IIIT Delhi, Delhi, India

[2] Texas A&M Univ, Kingsville, TX USA

[3] IIT Jodhpur, Jodhpur, Rajasthan, India

来源：

THIRTY-FIFTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, THIRTY-THIRD CONFERENCE ON INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE AND THE ELEVENTH SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE | 2021年 / 35卷

关键词：

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Advances in deep learning have enabled the creation of photo-realistic DeepFakes by switching the identity or expression of individuals. Such technology in the wrong hands can seed chaos through blackmail, extortion, and forging false statements of influential individuals. This work proposes a novel approach to detect forged videos by magnifying their temporal inconsistencies. A study is also conducted to understand role of ethnicity bias due to skewed datasets on deep fake detection. A new dataset comprising forged videos of Indian ethnicity individuals is presented to facilitate this study.

引用

页码：15845 / 15846

页数：2

共 50 条

[1] A NEW MANIPULATION DETECTION AND LOCALIZATION SCHEME FOR DIGITAL FACE IMAGES
Salih, Zahraa Aqeel
Thabit, Rasha
Zidan, Khamis A.
JOURNAL OF ENGINEERING SCIENCE AND TECHNOLOGY, 2023, 18 (02): : 1164 - 1183
[2] Detection of Face and Facial Features in digital Images and Video Frames
Beigzadeh, M.
Vafadoost, M.
2008 CAIRO INTERNATIONAL BIOMEDICAL ENGINEERING CONFERENCE, 2008, : 113 - 116
[3] Digital manipulation of pathologic images
Pritt, B
Gibson, P
Cooper, K
INTERNATIONAL JOURNAL OF SURGICAL PATHOLOGY, 2006, 14 (01) : 107 - 107
[4] Detection of Fake Facial Images and Changes in Real Facial Images
Bobulski, Janusz
Kubanek, Mariusz
COMPUTATIONAL COLLECTIVE INTELLIGENCE, PT II, ICCCI 2024, 2024, 14811 : 110 - 122
[5] Low Resolution Facial Manipulation Detection
Han, Xiao
Ji, Zhongyi
Wang, Wenmin
2020 IEEE INTERNATIONAL CONFERENCE ON VISUAL COMMUNICATIONS AND IMAGE PROCESSING (VCIP), 2020, : 431 - 434
[6] FACIAL EMOTION DETECTION OF THERMAL AND DIGITAL IMAGES BASED ON MACHINE LEARNING TECHNIQUES
Sathyamoorthy, B.
Snehalatha, U.
Rajalakshmi, T.
BIOMEDICAL ENGINEERING-APPLICATIONS BASIS COMMUNICATIONS, 2023, 35 (01):
[7] Localization of facial Region in Digital Images
Gupta, Raj Kumar
Chowdhury, Aditya
Roy, Rahul
THIRD INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING (ICDIP 2011), 2011, 8009
[8] On the Detection of Digital Face Manipulation
Dang, Hao
Liu, Feng
Stehouwer, Joel
Liu, Xiaoming
Jain, Anil K.
2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2020, : 5780 - 5789
[9] Image ethics -: Security and manipulation of digital images
Rockenbach, B
JOURNAL OF INFORMATION ETHICS, 2000, 9 (02) : 66 - 71
[10] Deep Learning-based Facial Detection and Recognition in Still Images for Digital Forensics
Domingues, Patricio
Rosario, Alexandre Frazao
14TH INTERNATIONAL CONFERENCE ON AVAILABILITY, RELIABILITY AND SECURITY (ARES 2019), 2019,

← 1 2 3 4 5 →