Cross-Forgery Analysis of Vision Transformers and CNNs for Deepfake Image Detection

Author:

Coccomini Davide Alessandro1,Caldelli Roberto2,Falchi Fabrizio1,Gennaro Claudio1,Amato Giuseppe1

Affiliation:

1. Inst. of Information Science and Technologies "A. Faedo", Consiglio Nazionale delle Ricerche, Pisa, Italy

2. National Inter-University Consortium for Telecommunications (CNIT), Florence, Italy

Funder

AI4Media

Publisher

ACM

Reference36 articles.

1. A. Buslaev A. Parinov E. Khvedchenya V. I. Iglovikov and A. A. Kalinin. 2018. Albumentations: fast and flexible image augmentations. ArXiv e-prints (2018). arXiv:1809.06839 A. Buslaev A. Parinov E. Khvedchenya V. I. Iglovikov and A. A. Kalinin. 2018. Albumentations: fast and flexible image augmentations. ArXiv e-prints (2018). arXiv:1809.06839

2. Optical Flow based CNN for detection of unlearnt deepfake manipulations

3. Chun-Fu Chen , Quanfu Fan , and Rameswar Panda . 2021 . Crossvit: Crossattention multi-scale vision transformer for image classification. arXiv preprint arXiv:2103.14899 (2021). Chun-Fu Chen, Quanfu Fan, and Rameswar Panda. 2021. Crossvit: Crossattention multi-scale vision transformer for image classification. arXiv preprint arXiv:2103.14899 (2021).

4. Lele Chen , Ross K. Maddox , Zhiyao Duan , and Chenliang Xu . 2019 . Hierarchical Cross-Modal Talking Face Generation With Dynamic Pixel-Wise Loss. In 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). 7824-- 7833 . https://doi.org/10.1109/CVPR.2019.00802 10.1109/CVPR.2019.00802 Lele Chen, Ross K. Maddox, Zhiyao Duan, and Chenliang Xu. 2019. Hierarchical Cross-Modal Talking Face Generation With Dynamic Pixel-Wise Loss. In 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). 7824-- 7833. https://doi.org/10.1109/CVPR.2019.00802

5. Yunjey Choi , Minje Choi , Munyoung Kim , Jung-Woo Ha , Sunghun Kim , and Jaegul Choo . 2018 . StarGAN: Unified Generative Adversarial Networks for Multidomain Image-to-Image Translation. In 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition. 8789--8797 . https://doi.org/10.1109/CVPR.2018. 00916 10.1109/CVPR.2018 Yunjey Choi, Minje Choi, Munyoung Kim, Jung-Woo Ha, Sunghun Kim, and Jaegul Choo. 2018. StarGAN: Unified Generative Adversarial Networks for Multidomain Image-to-Image Translation. In 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition. 8789--8797. https://doi.org/10.1109/CVPR.2018. 00916

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