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MesoNet: a Compact Facial Video Forgery Detection Network

MesoNet: a Compact Facial Video Forgery Detection Network

4 September 2018
Darius Afchar
Vincent Nozick
Junichi Yamagishi
Isao Echizen
    CVBMPICV
ArXiv (abs)PDFHTML

Papers citing "MesoNet: a Compact Facial Video Forgery Detection Network"

35 / 235 papers shown
Title
Video Face Manipulation Detection Through Ensemble of CNNs
Video Face Manipulation Detection Through Ensemble of CNNs
Nicolo Bonettini
E. D. Cannas
S. Mandelli
Luca Bondi
Paolo Bestagini
Stefano Tubaro
PICVCVBMAAML
86
224
0
16 Apr 2020
DeepFakes Evolution: Analysis of Facial Regions and Fake Detection
  Performance
DeepFakes Evolution: Analysis of Facial Regions and Fake Detection Performance
Ruben Tolosana
Sergio Romero-Tapiador
Julian Fierrez
R. Vera-Rodríguez
CVBM
109
90
0
16 Apr 2020
Detecting Deepfakes with Metric Learning
Detecting Deepfakes with Metric Learning
Akash Kumar
Arnav V. Bhavsar
118
74
0
19 Mar 2020
Emotions Don't Lie: An Audio-Visual Deepfake Detection Method Using
  Affective Cues
Emotions Don't Lie: An Audio-Visual Deepfake Detection Method Using Affective Cues
Trisha Mittal
Uttaran Bhattacharya
Rohan Chandra
Aniket Bera
Tianyi Zhou
108
267
0
14 Mar 2020
DeepFake Detection: Current Challenges and Next Steps
DeepFake Detection: Current Challenges and Next Steps
Siwei Lyu
97
167
0
11 Mar 2020
Transformation-based Adversarial Video Prediction on Large-Scale Data
Transformation-based Adversarial Video Prediction on Large-Scale Data
Pauline Luc
Aidan Clark
Sander Dieleman
Diego de Las Casas
Yotam Doron
Albin Cassirer
Karen Simonyan
VGen
351
89
0
09 Mar 2020
Watch your Up-Convolution: CNN Based Generative Deep Neural Networks are
  Failing to Reproduce Spectral Distributions
Watch your Up-Convolution: CNN Based Generative Deep Neural Networks are Failing to Reproduce Spectral Distributions
Ricard Durall
Margret Keuper
J. Keuper
122
338
0
03 Mar 2020
Adversarial Deepfakes: Evaluating Vulnerability of Deepfake Detectors to
  Adversarial Examples
Adversarial Deepfakes: Evaluating Vulnerability of Deepfake Detectors to Adversarial Examples
Shehzeen Samarah Hussain
Paarth Neekhara
Malhar Jere
F. Koushanfar
Julian McAuley
AAML
119
154
0
09 Feb 2020
FakeLocator: Robust Localization of GAN-Based Face Manipulations
FakeLocator: Robust Localization of GAN-Based Face Manipulations
Yihao Huang
Felix Juefei Xu
Jianwen Li
Yang Liu
G. Pu
AAML
114
72
0
27 Jan 2020
Imperfect ImaGANation: Implications of GANs Exacerbating Biases on
  Facial Data Augmentation and Snapchat Selfie Lenses
Imperfect ImaGANation: Implications of GANs Exacerbating Biases on Facial Data Augmentation and Snapchat Selfie Lenses
Niharika Jain
Alberto Olmo Hernandez
Sailik Sengupta
L. Manikonda
S. Kambhampati
153
38
0
26 Jan 2020
Detecting Face2Face Facial Reenactment in Videos
Detecting Face2Face Facial Reenactment in Videos
Prabhat Kumar
Mayank Vatsa
Richa Singh
PICVCVBM
64
50
0
21 Jan 2020
Media Forensics and DeepFakes: an overview
Media Forensics and DeepFakes: an overview
L. Verdoliva
117
557
0
18 Jan 2020
DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery
  Detection
DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection
Liming Jiang
Ren Li
Wayne Wu
Chao Qian
Chen Change Loy
CVBMPICV
174
449
0
09 Jan 2020
DeepFakes and Beyond: A Survey of Face Manipulation and Fake Detection
DeepFakes and Beyond: A Survey of Face Manipulation and Fake Detection
Ruben Tolosana
R. Vera-Rodríguez
Julian Fierrez
Aythami Morales
J. Ortega-Garcia
3DPCCVBM
129
802
0
01 Jan 2020
Face X-ray for More General Face Forgery Detection
Face X-ray for More General Face Forgery Detection
Lingzhi Li
Jianmin Bao
Ting Zhang
Hao Yang
Dong Chen
Fang Wen
B. Guo
PICVCVBM
112
851
0
31 Dec 2019
Zooming into Face Forensics: A Pixel-level Analysis
Zooming into Face Forensics: A Pixel-level Analysis
Jia Li
T. Shen
Wei Zhang
Hui Ren
Dan Zeng
Tao Mei
CVBM
67
17
0
12 Dec 2019
Exploiting Human Social Cognition for the Detection of Fake and
  Fraudulent Faces via Memory Networks
Exploiting Human Social Cognition for the Detection of Fake and Fraudulent Faces via Memory Networks
Tharindu Fernando
Clinton Fookes
Akila Pemasiri
Sridha Sridharan
CVBM
79
16
0
17 Nov 2019
Unmasking DeepFakes with simple Features
Unmasking DeepFakes with simple Features
Ricard Durall
Margret Keuper
Franz-Josef Pfreundt
J. Keuper
CVBM
128
219
0
02 Nov 2019
A Method for Identifying Origin of Digital Images Using a Convolution
  Neural Network
A Method for Identifying Origin of Digital Images Using a Convolution Neural Network
Rong Huang
Fuming Fang
H. Nguyen
Junichi Yamagishi
Isao Echizen
29
5
0
02 Nov 2019
Use of a Capsule Network to Detect Fake Images and Videos
Use of a Capsule Network to Detect Fake Images and Videos
H. Nguyen
Junichi Yamagishi
Isao Echizen
90
189
0
28 Oct 2019
Complement Face Forensic Detection and Localization with FacialLandmarks
Complement Face Forensic Detection and Localization with FacialLandmarks
Kritaphat Songsri-in
Stefanos Zafeiriou
CVBM
81
31
0
12 Oct 2019
On the Detection of Digital Face Manipulation
On the Detection of Digital Face Manipulation
H. Dang
Anand Balakrishnan
J. Stehouwer
Connor Christopherson
David Wingate
CVBMAAML
133
555
0
03 Oct 2019
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics
Yuezun Li
Xin Yang
Pu Sun
H. Qi
Siwei Lyu
235
1,090
0
27 Sep 2019
Deep Learning for Deepfakes Creation and Detection: A Survey
Deep Learning for Deepfakes Creation and Detection: A Survey
Thanh Thi Nguyen
Quoc Viet Hung Nguyen
Dung Nguyen
D. Nguyen
Thien Huynh-The
S. Nahavandi
Thanh Tam Nguyen
Quoc-Viet Pham
Cu Nguyen
126
458
0
25 Sep 2019
Towards Generalizable Deepfake Detection with Locality-aware AutoEncoder
Towards Generalizable Deepfake Detection with Locality-aware AutoEncoder
Mengnan Du
Shiva K. Pentyala
Yuening Li
Helen Zhou
98
41
0
13 Sep 2019
Hiding Faces in Plain Sight: Disrupting AI Face Synthesis with
  Adversarial Perturbations
Hiding Faces in Plain Sight: Disrupting AI Face Synthesis with Adversarial Perturbations
Yuezun Li
Xin Yang
Baoyuan Wu
Siwei Lyu
AAMLPICVCVBM
102
38
0
21 Jun 2019
Multi-task Learning For Detecting and Segmenting Manipulated Facial
  Images and Videos
Multi-task Learning For Detecting and Segmenting Manipulated Facial Images and Videos
H. Nguyen
Fuming Fang
Junichi Yamagishi
Isao Echizen
AAMLCVBM
60
440
0
17 Jun 2019
Recurrent Convolutional Strategies for Face Manipulation Detection in
  Videos
Recurrent Convolutional Strategies for Face Manipulation Detection in Videos
Ekraam Sabir
Jiaxin Cheng
Ayush Jaiswal
Wael AbdAlmageed
I. Masi
Premkumar Natarajan
AAMLCVBM
136
464
0
02 May 2019
On the generalization of GAN image forensics
On the generalization of GAN image forensics
Xinsheng Xuan
Bo Peng
Wei Wang
Jing Dong
CVBM
95
142
0
27 Feb 2019
FaceForensics++: Learning to Detect Manipulated Facial Images
FaceForensics++: Learning to Detect Manipulated Facial Images
Andreas Rossler
D. Cozzolino
L. Verdoliva
Christian Riess
Justus Thies
Matthias Nießner
CVBM
186
2,108
0
25 Jan 2019
FakeCatcher: Detection of Synthetic Portrait Videos using Biological
  Signals
FakeCatcher: Detection of Synthetic Portrait Videos using Biological Signals
U. Ciftci
Ilke Demir
112
380
0
08 Jan 2019
ForensicTransfer: Weakly-supervised Domain Adaptation for Forgery
  Detection
ForensicTransfer: Weakly-supervised Domain Adaptation for Forgery Detection
D. Cozzolino
Justus Thies
Andreas Rossler
Christian Riess
Matthias Nießner
L. Verdoliva
AAML
107
270
0
06 Dec 2018
Exposing Deep Fakes Using Inconsistent Head Poses
Exposing Deep Fakes Using Inconsistent Head Poses
Xin Yang
Yuezun Li
Siwei Lyu
CVBM
91
886
0
01 Nov 2018
Exposing DeepFake Videos By Detecting Face Warping Artifacts
Exposing DeepFake Videos By Detecting Face Warping Artifacts
Yuezun Li
Siwei Lyu
AAMLCVBM
91
923
0
01 Nov 2018
Capsule-Forensics: Using Capsule Networks to Detect Forged Images and
  Videos
Capsule-Forensics: Using Capsule Networks to Detect Forged Images and Videos
H. Nguyen
Junichi Yamagishi
Isao Echizen
80
594
0
26 Oct 2018
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