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Models/Fast Bi-layer Avatars (medium size)

Fast Bi-layer Avatars (medium size)

Reported on 45 benchmarks across 9 tasks · 1 paper · 36 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision20 results

Talking Head GenerationonVoxCeleb2 - 1-shot learning
CSIM· 2020-08-24
0.653
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Talking Head GenerationonVoxCeleb2 - 1-shot learning
LPIPS· 2020-08-24
0.358
best: 0.311 (First Order Motion Model (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Talking Head GenerationonVoxCeleb2 - 1-shot learning
Normalized Pose Error· 2020-08-24
43.3
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Talking Head GenerationonVoxCeleb2 - 1-shot learning
inference time (ms)· 2020-08-24
4
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Face GenerationonVoxCeleb2 - 1-shot learning
CSIM· 2020-08-24
0.653
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Face GenerationonVoxCeleb2 - 1-shot learning
LPIPS· 2020-08-24
0.358
best: 0.311 (First Order Motion Model (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Face GenerationonVoxCeleb2 - 1-shot learning
Normalized Pose Error· 2020-08-24
43.3
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Face GenerationonVoxCeleb2 - 1-shot learning
inference time (ms)· 2020-08-24
4
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Face ReconstructiononVoxCeleb2 - 1-shot learning
CSIM· 2020-08-24
0.653
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Face ReconstructiononVoxCeleb2 - 1-shot learning
LPIPS· 2020-08-24
0.358
best: 0.311 (First Order Motion Model (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Face ReconstructiononVoxCeleb2 - 1-shot learning
Normalized Pose Error· 2020-08-24
43.3
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Face ReconstructiononVoxCeleb2 - 1-shot learning
inference time (ms)· 2020-08-24
4
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3D Face ReconstructiononVoxCeleb2 - 1-shot learning
CSIM· 2020-08-24
0.653
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3D Face ReconstructiononVoxCeleb2 - 1-shot learning
LPIPS· 2020-08-24
0.358
best: 0.311 (First Order Motion Model (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3D Face ReconstructiononVoxCeleb2 - 1-shot learning
Normalized Pose Error· 2020-08-24
43.3
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3D Face ReconstructiononVoxCeleb2 - 1-shot learning
inference time (ms)· 2020-08-24
4
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Talking Head GenerationonVoxCeleb2 - 1-shot learning
SSIM· 2020-08-24
0.508
best: 0.553 (First Order Motion Model (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Face GenerationonVoxCeleb2 - 1-shot learning
SSIM· 2020-08-24
0.508
best: 0.553 (First Order Motion Model (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Face ReconstructiononVoxCeleb2 - 1-shot learning
SSIM· 2020-08-24
0.508
best: 0.553 (First Order Motion Model (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3D Face ReconstructiononVoxCeleb2 - 1-shot learning
SSIM· 2020-08-24
0.508
best: 0.553 (First Order Motion Model (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174

Medical10 results

Image GenerationonVoxCeleb2 - 1-shot learning
CSIM· 2020-08-24
0.653
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Image GenerationonVoxCeleb2 - 1-shot learning
LPIPS· 2020-08-24
0.358
best: 0.311 (First Order Motion Model (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Image GenerationonVoxCeleb2 - 1-shot learning
Normalized Pose Error· 2020-08-24
43.3
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Image GenerationonVoxCeleb2 - 1-shot learning
inference time (ms)· 2020-08-24
4
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3D Face ModellingonVoxCeleb2 - 1-shot learning
CSIM· 2020-08-24
0.653
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3D Face ModellingonVoxCeleb2 - 1-shot learning
LPIPS· 2020-08-24
0.358
best: 0.311 (First Order Motion Model (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3D Face ModellingonVoxCeleb2 - 1-shot learning
Normalized Pose Error· 2020-08-24
43.3
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3D Face ModellingonVoxCeleb2 - 1-shot learning
inference time (ms)· 2020-08-24
4
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Image GenerationonVoxCeleb2 - 1-shot learning
SSIM· 2020-08-24
0.508
best: 0.553 (First Order Motion Model (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3D Face ModellingonVoxCeleb2 - 1-shot learning
SSIM· 2020-08-24
0.508
best: 0.553 (First Order Motion Model (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174

Music5 results

Facial Recognition and ModellingonVoxCeleb2 - 1-shot learning
CSIM· 2020-08-24
0.653
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Facial Recognition and ModellingonVoxCeleb2 - 1-shot learning
LPIPS· 2020-08-24
0.358
best: 0.311 (First Order Motion Model (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Facial Recognition and ModellingonVoxCeleb2 - 1-shot learning
Normalized Pose Error· 2020-08-24
43.3
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Facial Recognition and ModellingonVoxCeleb2 - 1-shot learning
inference time (ms)· 2020-08-24
4
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
Facial Recognition and ModellingonVoxCeleb2 - 1-shot learning
SSIM· 2020-08-24
0.508
best: 0.553 (First Order Motion Model (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174

Methodology5 results

3DonVoxCeleb2 - 1-shot learning
CSIM· 2020-08-24
0.653
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3DonVoxCeleb2 - 1-shot learning
LPIPS· 2020-08-24
0.358
best: 0.311 (First Order Motion Model (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3DonVoxCeleb2 - 1-shot learning
Normalized Pose Error· 2020-08-24
43.3
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3DonVoxCeleb2 - 1-shot learning
inference time (ms)· 2020-08-24
4
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
3DonVoxCeleb2 - 1-shot learning
SSIM· 2020-08-24
0.508
best: 0.553 (First Order Motion Model (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174

Audio5 results

10-shot image generationonVoxCeleb2 - 1-shot learning
CSIM· 2020-08-24
0.653
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
10-shot image generationonVoxCeleb2 - 1-shot learning
LPIPS· 2020-08-24
0.358
best: 0.311 (First Order Motion Model (medium size))
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
10-shot image generationonVoxCeleb2 - 1-shot learning
Normalized Pose Error· 2020-08-24
43.3
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
10-shot image generationonVoxCeleb2 - 1-shot learning
inference time (ms)· 2020-08-24
4
SOTA
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174
10-shot image generationonVoxCeleb2 - 1-shot learning
SSIM· 2020-08-24
0.508
best: 0.553 (First Order Motion Model (medium size))
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars arXiv:2008.10174