The document discusses an upcoming beta test for a defake tool, inviting interested individuals to contact Matt or John for more information. It includes a history of defake technology developments from 2016 to 2018, noting significant publications related to image synthesis and neural rendering. Additionally, it highlights support for the project from the Ethics and Governance of AI Initiative.

1. Contact Info
• Interested in the DeFake tool?
• We’ll be beta testing probably in November
• Contact us to be included or for more info
• Matt: matthew.wright@rit.edu
• John: js8365@mail.rit.edu

2. They
Might
NOT be
Giants
MattWright

3. Quick History
• 2016: Face2Face
• 2017: Synthesizing Obama
• “End of 2017” r/deepfakes
• Jan. 2018: FakeApp

4. Theis et al. Deferred Neural Rendering: Image Synthesis using Neural Textures. https://arxiv.org/pdf/1904.12356.pdf

5. Theis et al. Deferred Neural Rendering: Image Synthesis using Neural Textures. https://arxiv.org/pdf/1904.12356.pdf

6. Nirkin et al. FSGAN: Subject Agnostic Face Swapping and Reenactment https://arxiv.org/pdf/1908.05932.pdf

7. Nirkin et al. FSGAN: Subject Agnostic Face Swapping and Reenactment https://arxiv.org/pdf/1908.05932.pdf

8. Zakharov et al. Few-Shot Adversarial Learning of Realistic Neural Talking Head Models https://arxiv.org/pdf/1905.08233.pdf
Only 32
frames to
learn

9. Songsri-in et al. Face Video Generation from a Single Image and Landmarks https://arxiv.org/pdf/1904.11521.pdf

10. Zhou et al. Dance Dance Generation: Motion Transfer for Internet Videos https://arxiv.org/pdf/1904.00129.pdf

11. Bansal et al. Shapes and Context: In-the-Wild Image Synthesis & Manipulation CVPR 2019

12. IsThere Hope?
“Supported by the Ethics and Governance of AI Initiative”

15. https://imgur.com/gallery/I2Q6FtX