Efficient Geometry-aware 3D Generative Adversarial Networks | GAN Paper Explained
❤️ Become The AI Epiphany Patreon ❤️ https://www.patreon.com/theaiepiphany 👨👩👧👦 Join our Discord community 👨👩👧👦 https://discord.gg/peBrCpheKE In this video I cover the "Efficient Geometry-aware 3D Generative Adversarial Networks" paper, that introduced a novel explicit-implicit 3D scene representation network and devised a novel framework (dual discrimination, gen/disc pose conditioning, etc.) for SOTA 3D GANs. I also explain how NeRF works in case you didn't have to chance to read it, yet. ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ✅ This video paper: https://arxiv.org/abs/2112.07945 ✅ Website: https://matthew-a-chan.github.io/EG3D/ Supporting papers: ✅ NeRF paper: https://arxiv.org/abs/2003.08934 ✅ Explicit voxel grids paper: https://arxiv.org/abs/1906.07751 ✅ StyleGAN v1: https://arxiv.org/abs/1812.04948 ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ⌚️ Timetable: 00:00 Intro 02:45 Tri-plane 3D scene representation intro 04:25 NeRF in depth 13:35 Explicit voxel grid methods 14:40 Tri-plane 3D scene representation explained 16:40 Tri-plane is as expressive 18:30 Efficient 3D GANs pipeline 22:05 Pose correlated facial features 23:40 Dual discrimination, super-resolution 32:40 Results 37:00 Ethical considerations, are we going to change anything? 39:25 Intrinsics, extrinsics robustness? 42:00 Outro ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 💰 BECOME A PATREON OF THE AI EPIPHANY ❤️ If these videos, GitHub projects, and blogs help you, consider helping me out by supporting me on Patreon! The AI Epiphany - https://www.patreon.com/theaiepiphany One-time donation - https://www.paypal.com/paypalme/theaiepiphany Huge thank you to these AI Epiphany patreons: Eli Mahler Kulsoom Abdullah Petar Veličković ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 💼 LinkedIn - https://www.linkedin.com/in/aleksagordic/ 🐦 Twitter - https://twitter.com/gordic_aleksa 👨👩👧👦 Discord - https://discord.gg/peBrCpheKE 📺 YouTube - https://www.youtube.com/c/TheAIEpiphany/ 📚 Medium - https://gordicaleksa.medium.com/ 💻 GitHub - https://github.com/gordicaleksa 📢 AI Newsletter - https://aiepiphany.substack.com/ ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ #3D #GANs #NeRF
