2020AI生成内容发展报告.pdf

1 X AI 2020 deep synthesis 2 01 1. 02 1.1 02 1.2 deep synthesis deep fake 02 2. 03 2.1 03 2.2 04 2.3 05 3. 06 3.1 07 3.2 07 3.3 08 3.4 09 3.5 09 3.6 09 3.7 10 3.8 AI 10 4. 11 4.1 11 4.2 12 4.3 14 4.4 15 4.5 17 18 2001 AI-generated Media AI AI GAN AI AI deep synthesis 1 2017 GAN deepnude Reddit deepfake AI 2020 1. en.wikipedia/wiki/Synthetic_mediaAI 2020 deep synthesis 02 1. 1.1 AI AI-generated media 2017 Reddit deepfakes Reddit deepfake Reddit deepfake deepfake Faceswap FakeAPP face2face 2 deepfake deepfake 1.2 deep synthesis deep fake deepfake Reddit deepfake AI deepfake deepfake deepfake synthesis AI deepfake deepfake Reddit AI deepfake face2face AI deepfake AI deepfake AI deepfake 3 deepfake 2. en.wikipedia/wiki/Deepfake 3. google.hk/amp/s/theverge/platform/amp/2018/5/22/17380306/deepfake-definition-ai-manipulation-fake-news03 AI 2020 deepfake AI deepfake deep synthesis AI 2. 2.1 4 AI autoencoders generative ad- versarial networks GAN reconstruct GAN GAN generative network generator discriminative network discriminator 5 GAN GAN the source person the target person AI autoencoder 4. AI 5. Deep Fakes and National Security, crsreports.congress.gov/product/pdf/IF/IF11333AI 2020 deep synthesis 04 GAN AI 6 2.2 1 face replacement face swapping 2 face re-enactment : AI 3 face generation : 6. CDEI, Snapshot Paper - Deepfakes and Audiovisual Disinformation05 Generated Photos AI 10 4 speech synthesis RealTalk Modu- late.ai 2.3 AI GAN 2017 arXiv 7 Adobe 8 9 AI 2018 AI 7. Deeptrace, the State of Deepfakes: Landscape, Threats, and Impact 8. huxiu/article/303626.html 9. medium/deeptrace/tracer-41-20-01-20-carnegie-mellon-researchers-publish-a-new-technique-for-transforming-a-live-de05e02523a1AI 2020 deep synthesis 06 10 2D 3D Digi Doug 3D Digi Doug 6 11 Faceswap GitHub deeptrace 13 deepfake 10 12 2018 AI AI ZAO AI 3. 10. Everybody Dance Now, arxiv/abs/1808.07371 11. vrroom.buzz/vr-news/people/meet-digi-doug-doug-robles-digital-twin 12. Deeptrace, the State of Deepfakes: Landscape, Threats, and Impact07 2020 3.1 2017 8 2016 1977 4 7 CGI 13 3.2 2017 FaceAPP Snapchat Face2Face ZAO FaceApp ZAO Snap AI Factory Cameos GIF 14