Uploaded December 2021 | Updated September 2026, 1 week ago
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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.
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
β This video paper: arxiv.org/abs/2112.07945
β Website: matthew-a-chan.github.io/EG3D
Supporting papers:
β NeRF paper: arxiv.org/abs/2003.08934
β Explicit voxel grids paper: arxiv.org/abs/1906.07751
β StyleGAN v1: arxiv.org/abs/1812.04948
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
βοΈ 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
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
π° BECOME A PATREON OF THE AI EPIPHANY β€οΈ
If these videos, GitHub projects, and blogs help you,
consider helping me out by supporting me on Patreon!
The AI Epiphany - patreon.com/theaiepiphany
One-time donation - paypal.com/paypalme/theaiepiphany
Huge thank you to these AI Epiphany patreons:
Eli Mahler
Kulsoom Abdullah
Petar VeliΔkoviΔ
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πΌ LinkedIn - linkedin.com/in/aleksagordic
π¦ Twitter - twitter.com/gordic_aleksa
π¨βπ©βπ§βπ¦ Discord - discord.gg/peBrCpheKE
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π» GitHub - github.com/gordicaleksa
π’ AI Newsletter - aiepiphany.substack.com
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
#3D #GANs #NeRF
β€οΈ Become The AI Epiphany Patreon β€οΈ
patreon.com/theaiepiphany
π¨βπ©βπ§βπ¦ Join our Discord community π¨βπ©βπ§βπ¦
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.
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
β This video paper: arxiv.org/abs/2112.07945
β Website: matthew-a-chan.github.io/EG3D
Supporting papers:
β NeRF paper: arxiv.org/abs/2003.08934
β Explicit voxel grids paper: arxiv.org/abs/1906.07751
β StyleGAN v1: arxiv.org/abs/1812.04948
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
βοΈ 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
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
π° BECOME A PATREON OF THE AI EPIPHANY β€οΈ
If these videos, GitHub projects, and blogs help you,
consider helping me out by supporting me on Patreon!
The AI Epiphany - patreon.com/theaiepiphany
One-time donation - paypal.com/paypalme/theaiepiphany
Huge thank you to these AI Epiphany patreons:
Eli Mahler
Kulsoom Abdullah
Petar VeliΔkoviΔ
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
πΌ LinkedIn - linkedin.com/in/aleksagordic
π¦ Twitter - twitter.com/gordic_aleksa
π¨βπ©βπ§βπ¦ Discord - discord.gg/peBrCpheKE
πΊ YouTube - youtube.com/c/TheAIEpiphany
π Medium - gordicaleksa.medium.com
π» GitHub - github.com/gordicaleksa
π’ AI Newsletter - aiepiphany.substack.com
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
#3D #GANs #NeRF
