CVPR 2022 Open Access Repository

Media Forensics

On the Exploitation of Deepfake Model Recognition: Luca Guarnera,

Oliver Giudice,

Matthias Nießner,

Sebastiano Battiato; [pdf]
[bibtex]
@InProceedings{Guarnera_2022_CVPR, author = {Guarnera, Luca and Giudice, Oliver and Nie{\ss}ner, Matthias and Battiato, Sebastiano}, title = {On the Exploitation of Deepfake Model Recognition}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {61-70} }
Detecting Real-Time Deep-Fake Videos Using Active Illumination: Candice R. Gerstner,

Hany Farid; [pdf]
[bibtex]
@InProceedings{Gerstner_2022_CVPR, author = {Gerstner, Candice R. and Farid, Hany}, title = {Detecting Real-Time Deep-Fake Videos Using Active Illumination}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {53-60} }
CORE: COnsistent REpresentation Learning for Face Forgery Detection: Yunsheng Ni,

Depu Meng,

Changqian Yu,

Chengbin Quan,

Dongchun Ren,

Youjian Zhao; [pdf]
[bibtex]
@InProceedings{Ni_2022_CVPR, author = {Ni, Yunsheng and Meng, Depu and Yu, Changqian and Quan, Chengbin and Ren, Dongchun and Zhao, Youjian}, title = {CORE: COnsistent REpresentation Learning for Face Forgery Detection}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {12-21} }
SeeTheSeams: Localized Detection of Seam Carving Based Image Forgery in Satellite Imagery: Chandrakanth Gudavalli,

Erik Rosten,

Lakshmanan Nataraj,

Shivkumar Chandrasekaran,

B. S. Manjunath; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Gudavalli_2022_CVPR, author = {Gudavalli, Chandrakanth and Rosten, Erik and Nataraj, Lakshmanan and Chandrasekaran, Shivkumar and Manjunath, B. S.}, title = {SeeTheSeams: Localized Detection of Seam Carving Based Image Forgery in Satellite Imagery}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {1-11} }
On Improving Cross-Dataset Generalization of Deepfake Detectors: Aakash Varma Nadimpalli,

Ajita Rattani; [pdf] [arXiv]
[bibtex]
@InProceedings{Nadimpalli_2022_CVPR, author = {Nadimpalli, Aakash Varma and Rattani, Ajita}, title = {On Improving Cross-Dataset Generalization of Deepfake Detectors}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {91-99} }
ARIA: Adversarially Robust Image Attribution for Content Provenance: Maksym Andriushchenko,

Xiaoyang Rebecca Li,

Geoffrey Oxholm,

Thomas Gittings,

Tu Bui,

Nicolas Flammarion,

John Collomosse; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Andriushchenko_2022_CVPR, author = {Andriushchenko, Maksym and Li, Xiaoyang Rebecca and Oxholm, Geoffrey and Gittings, Thomas and Bui, Tu and Flammarion, Nicolas and Collomosse, John}, title = {ARIA: Adversarially Robust Image Attribution for Content Provenance}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {33-43} }
Is Synthetic Voice Detection Research Going Into the Right Direction?: Stefano Borzì,

Oliver Giudice,

Filippo Stanco,

Dario Allegra; [pdf]
[bibtex]
@InProceedings{Borzi_2022_CVPR, author = {Borz{\`\i}, Stefano and Giudice, Oliver and Stanco, Filippo and Allegra, Dario}, title = {Is Synthetic Voice Detection Research Going Into the Right Direction?}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {71-80} }
SISL:Self-Supervised Image Signature Learning for Splicing Detection & Localization: Susmit Agrawal,

Prabhat Kumar,

Siddharth Seth,

Toufiq Parag,

Maneesh Singh,

R. Venkatesh Babu; [pdf]
[bibtex]
@InProceedings{Agrawal_2022_CVPR, author = {Agrawal, Susmit and Kumar, Prabhat and Seth, Siddharth and Parag, Toufiq and Singh, Maneesh and Babu, R. Venkatesh}, title = {SISL:Self-Supervised Image Signature Learning for Splicing Detection \& Localization}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {22-32} }
The Reliability of Forensic Body-Shape Identification: Neerja Thakkar,

Georgios Pavlakos,

Hany Farid; [pdf]
[bibtex]
@InProceedings{Thakkar_2022_CVPR, author = {Thakkar, Neerja and Pavlakos, Georgios and Farid, Hany}, title = {The Reliability of Forensic Body-Shape Identification}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {44-52} }
GCA-Net: Utilizing Gated Context Attention for Improving Image Forgery Localization and Detection: Sowmen Das,

Md. Saiful Islam,

Md. Ruhul Amin; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Das_2022_CVPR, author = {Das, Sowmen and Islam, Md. Saiful and Amin, Md. Ruhul}, title = {GCA-Net: Utilizing Gated Context Attention for Improving Image Forgery Localization and Detection}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {81-90} }