Media Forensics

Detecting CNN-Generated Facial Images in Real-World Scenarios

Nils Hulzebosch,

Sarah Ibrahimi,

Marcel Worring

[pdf] [supp]

[bibtex]

@InProceedings{Hulzebosch_2020_CVPR_Workshops,
author = {Hulzebosch, Nils and Ibrahimi, Sarah and Worring, Marcel},
title = {Detecting CNN-Generated Facial Images in Real-World Scenarios},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

PipeNet: Selective Modal Pipeline of Fusion Network for Multi-Modal Face Anti-Spoofing

Qing Yang,

Xia Zhu,

Jong-Kae Fwu,

Yun Ye,

Ganmei You,

Yuan Zhu

[pdf]

[bibtex]

@InProceedings{Yang_2020_CVPR_Workshops,
author = {Yang, Qing and Zhu, Xia and Fwu, Jong-Kae and Ye, Yun and You, Ganmei and Zhu, Yuan},
title = {PipeNet: Selective Modal Pipeline of Fusion Network for Multi-Modal Face Anti-Spoofing},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

The Role of 'Sign' and 'Direction' of Gradient on the Performance of CNN

Akshay Agarwal,

Richa Singh,

Mayank Vatsa

[pdf]

[bibtex]

@InProceedings{Agarwal_2020_CVPR_Workshops,
author = {Agarwal, Akshay and Singh, Richa and Vatsa, Mayank},
title = {The Role of 'Sign' and 'Direction' of Gradient on the Performance of CNN},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Adversarial Attack on Deep Learning-Based Splice Localization

Andras Rozsa,

Zheng Zhong,

Terrance E. Boult

[pdf]

[bibtex]

@InProceedings{Rozsa_2020_CVPR_Workshops,
author = {Rozsa, Andras and Zhong, Zheng and Boult, Terrance E.},
title = {Adversarial Attack on Deep Learning-Based Splice Localization},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Multi-Modal Face Anti-Spoofing Based on Central Difference Networks

Zitong Yu,

Yunxiao Qin,

Xiaobai Li,

Zezheng Wang,

Chenxu Zhao,

Zhen Lei,

Guoying Zhao

[pdf]

[bibtex]

@InProceedings{Yu_2020_CVPR_Workshops,
author = {Yu, Zitong and Qin, Yunxiao and Li, Xiaobai and Wang, Zezheng and Zhao, Chenxu and Lei, Zhen and Zhao, Guoying},
title = {Multi-Modal Face Anti-Spoofing Based on Central Difference Networks},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Fake News Detection Using Higher-Order User to User Mutual-Attention Progression in Propagation Paths

Rahul Mishra

[pdf]

[bibtex]

@InProceedings{Mishra_2020_CVPR_Workshops,
author = {Mishra, Rahul},
title = {Fake News Detection Using Higher-Order User to User Mutual-Attention Progression in Propagation Paths},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Towards Untrusted Social Video Verification to Combat Deepfakes via Face Geometry Consistency

Eleanor Tursman,

Marilyn George,

Seny Kamara,

James Tompkin

[pdf] [supp]

[bibtex]

@InProceedings{Tursman_2020_CVPR_Workshops,
author = {Tursman, Eleanor and George, Marilyn and Kamara, Seny and Tompkin, James},
title = {Towards Untrusted Social Video Verification to Combat Deepfakes via Face Geometry Consistency},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

OC-FakeDect: Classifying Deepfakes Using One-Class Variational Autoencoder

Hasam Khalid,

Simon S. Woo

[pdf]

[bibtex]

@InProceedings{Khalid_2020_CVPR_Workshops,
author = {Khalid, Hasam and Woo, Simon S.},
title = {OC-FakeDect: Classifying Deepfakes Using One-Class Variational Autoencoder},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Evading Deepfake-Image Detectors With White- and Black-Box Attacks

Nicholas Carlini,

Hany Farid

[pdf]

[bibtex]

@InProceedings{Carlini_2020_CVPR_Workshops,
author = {Carlini, Nicholas and Farid, Hany},
title = {Evading Deepfake-Image Detectors With White- and Black-Box Attacks},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Detecting Deep-Fake Videos From Phoneme-Viseme Mismatches

Shruti Agarwal,

Hany Farid,

Ohad Fried,

Maneesh Agrawala

[pdf]

[bibtex]

@InProceedings{Agarwal_2020_CVPR_Workshops,
author = {Agarwal, Shruti and Farid, Hany and Fried, Ohad and Agrawala, Maneesh},
title = {Detecting Deep-Fake Videos From Phoneme-Viseme Mismatches},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Forgery Detection in Hyperspectral Document Images Using Graph Orthogonal Nonnegative Matrix Factorization

Abderrahmane Rahiche,

Mohamed Cheriet

[pdf]

[bibtex]

@InProceedings{Rahiche_2020_CVPR_Workshops,
author = {Rahiche, Abderrahmane and Cheriet, Mohamed},
title = {Forgery Detection in Hyperspectral Document Images Using Graph Orthogonal Nonnegative Matrix Factorization},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Manipulation Detection in Satellite Images Using Deep Belief Networks

Janos Horvath,

Daniel Mas Montserrat,

Hanxiang Hao,

Edward J. Delp

[pdf]

[bibtex]

@InProceedings{Horvath_2020_CVPR_Workshops,
author = {Horvath, Janos and Montserrat, Daniel Mas and Hao, Hanxiang and Delp, Edward J.},
title = {Manipulation Detection in Satellite Images Using Deep Belief Networks},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

DeepFake Detection by Analyzing Convolutional Traces

Luca Guarnera,

Oliver Giudice,

Sebastiano Battiato

[pdf]

[bibtex]

@InProceedings{Guarnera_2020_CVPR_Workshops,
author = {Guarnera, Luca and Giudice, Oliver and Battiato, Sebastiano},
title = {DeepFake Detection by Analyzing Convolutional Traces},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Deepfakes Detection With Automatic Face Weighting

Daniel Mas Montserrat,

Hanxiang Hao,

Sri K. Yarlagadda,

Sriram Baireddy,

Ruiting Shao,

Janos Horvath,

Emily Bartusiak,

Justin Yang,

David Guera,

Fengqing Zhu,

Edward J. Delp

[pdf]

[bibtex]

@InProceedings{Montserrat_2020_CVPR_Workshops,
author = {Montserrat, Daniel Mas and Hao, Hanxiang and Yarlagadda, Sri K. and Baireddy, Sriram and Shao, Ruiting and Horvath, Janos and Bartusiak, Emily and Yang, Justin and Guera, David and Zhu, Fengqing and Delp, Edward J.},
title = {Deepfakes Detection With Automatic Face Weighting},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Detecting Video Speed Manipulation

Brian C. Hosler,

Matthew C. Stamm

[pdf]

[bibtex]

@InProceedings{Hosler_2020_CVPR_Workshops,
author = {Hosler, Brian C. and Stamm, Matthew C.},
title = {Detecting Video Speed Manipulation},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Detecting GANs and Retouching Based Digital Alterations via DAD-HCNN

Anubhav Jain,

Puspita Majumdar,

Richa Singh,

Mayank Vatsa

[pdf]

[bibtex]

@InProceedings{Jain_2020_CVPR_Workshops,
author = {Jain, Anubhav and Majumdar, Puspita and Singh, Richa and Vatsa, Mayank},
title = {Detecting GANs and Retouching Based Digital Alterations via DAD-HCNN},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}