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Efficient Geometry-aware 3D Generative Adversarial Networks | GAN Paper Explained
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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.
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Supporting papers:
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⌚️ 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
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💰 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!
Huge thank you to these AI Epiphany patreons:
Eli Mahler
Kulsoom Abdullah
Petar Veličković
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#3D #GANs #NeRF
👨👩👧👦 Join our Discord community 👨👩👧👦
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.
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
Supporting papers:
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
⌚️ 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!
Huge thank you to these AI Epiphany patreons:
Eli Mahler
Kulsoom Abdullah
Petar Veličković
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
#3D #GANs #NeRF
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