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Models/Few-shot Adversarial Model

Few-shot Adversarial Model

Reported on 54 benchmarks across 9 tasks · 1 paper · 54 SOTA

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

Computer Vision24 results

Talking Head GenerationonVoxCeleb2 - 8-shot learning
FID· 2019-05-20
42.2
best: 24.9 (CainGAN)
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Talking Head GenerationonVoxCeleb2 - 1-shot learning
FID· 2019-05-20
48.5
best: 35 (CainGAN)
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Talking Head GenerationonVoxCeleb1 - 8-shot learning
FID· 2019-05-20
38
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Talking Head GenerationonVoxCeleb1 - 32-shot learning
FID· 2019-05-20
29.5
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Talking Head GenerationonVoxCeleb1 - 1-shot learning
FID· 2019-05-20
43
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Talking Head GenerationonVoxCeleb2 - 32-shot learning
FID· 2019-05-20
30.6
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Face GenerationonVoxCeleb2 - 8-shot learning
FID· 2019-05-20
42.2
best: 24.9 (CainGAN)
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Face GenerationonVoxCeleb2 - 1-shot learning
FID· 2019-05-20
48.5
best: 35 (CainGAN)
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Face GenerationonVoxCeleb1 - 8-shot learning
FID· 2019-05-20
38
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Face GenerationonVoxCeleb1 - 32-shot learning
FID· 2019-05-20
29.5
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Face GenerationonVoxCeleb1 - 1-shot learning
FID· 2019-05-20
43
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Face GenerationonVoxCeleb2 - 32-shot learning
FID· 2019-05-20
30.6
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Face ReconstructiononVoxCeleb2 - 8-shot learning
FID· 2019-05-20
42.2
best: 24.9 (CainGAN)
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Face ReconstructiononVoxCeleb2 - 1-shot learning
FID· 2019-05-20
48.5
best: 35 (CainGAN)
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Face ReconstructiononVoxCeleb1 - 8-shot learning
FID· 2019-05-20
38
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Face ReconstructiononVoxCeleb1 - 32-shot learning
FID· 2019-05-20
29.5
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Face ReconstructiononVoxCeleb1 - 1-shot learning
FID· 2019-05-20
43
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Face ReconstructiononVoxCeleb2 - 32-shot learning
FID· 2019-05-20
30.6
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
3D Face ReconstructiononVoxCeleb2 - 8-shot learning
FID· 2019-05-20
42.2
best: 24.9 (CainGAN)
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
3D Face ReconstructiononVoxCeleb2 - 1-shot learning
FID· 2019-05-20
48.5
best: 35 (CainGAN)
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
3D Face ReconstructiononVoxCeleb1 - 8-shot learning
FID· 2019-05-20
38
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
3D Face ReconstructiononVoxCeleb1 - 32-shot learning
FID· 2019-05-20
29.5
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
3D Face ReconstructiononVoxCeleb1 - 1-shot learning
FID· 2019-05-20
43
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
3D Face ReconstructiononVoxCeleb2 - 32-shot learning
FID· 2019-05-20
30.6
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233

Medical12 results

Image GenerationonVoxCeleb2 - 8-shot learning
FID· 2019-05-20
42.2
best: 24.9 (CainGAN)
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Image GenerationonVoxCeleb2 - 1-shot learning
FID· 2019-05-20
48.5
best: 35 (CainGAN)
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Image GenerationonVoxCeleb1 - 8-shot learning
FID· 2019-05-20
38
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Image GenerationonVoxCeleb1 - 32-shot learning
FID· 2019-05-20
29.5
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Image GenerationonVoxCeleb1 - 1-shot learning
FID· 2019-05-20
43
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Image GenerationonVoxCeleb2 - 32-shot learning
FID· 2019-05-20
30.6
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
3D Face ModellingonVoxCeleb2 - 8-shot learning
FID· 2019-05-20
42.2
best: 24.9 (CainGAN)
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
3D Face ModellingonVoxCeleb2 - 1-shot learning
FID· 2019-05-20
48.5
best: 35 (CainGAN)
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
3D Face ModellingonVoxCeleb1 - 8-shot learning
FID· 2019-05-20
38
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
3D Face ModellingonVoxCeleb1 - 32-shot learning
FID· 2019-05-20
29.5
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
3D Face ModellingonVoxCeleb1 - 1-shot learning
FID· 2019-05-20
43
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
3D Face ModellingonVoxCeleb2 - 32-shot learning
FID· 2019-05-20
30.6
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233

Music6 results

Facial Recognition and ModellingonVoxCeleb2 - 8-shot learning
FID· 2019-05-20
42.2
best: 24.9 (CainGAN)
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Facial Recognition and ModellingonVoxCeleb2 - 1-shot learning
FID· 2019-05-20
48.5
best: 35 (CainGAN)
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Facial Recognition and ModellingonVoxCeleb1 - 8-shot learning
FID· 2019-05-20
38
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Facial Recognition and ModellingonVoxCeleb1 - 32-shot learning
FID· 2019-05-20
29.5
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Facial Recognition and ModellingonVoxCeleb1 - 1-shot learning
FID· 2019-05-20
43
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
Facial Recognition and ModellingonVoxCeleb2 - 32-shot learning
FID· 2019-05-20
30.6
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233

Methodology6 results

3DonVoxCeleb2 - 8-shot learning
FID· 2019-05-20
42.2
best: 24.9 (CainGAN)
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
3DonVoxCeleb2 - 1-shot learning
FID· 2019-05-20
48.5
best: 35 (CainGAN)
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
3DonVoxCeleb1 - 8-shot learning
FID· 2019-05-20
38
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
3DonVoxCeleb1 - 32-shot learning
FID· 2019-05-20
29.5
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
3DonVoxCeleb1 - 1-shot learning
FID· 2019-05-20
43
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
3DonVoxCeleb2 - 32-shot learning
FID· 2019-05-20
30.6
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233

Audio6 results

10-shot image generationonVoxCeleb2 - 8-shot learning
FID· 2019-05-20
42.2
best: 24.9 (CainGAN)
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
10-shot image generationonVoxCeleb2 - 1-shot learning
FID· 2019-05-20
48.5
best: 35 (CainGAN)
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
10-shot image generationonVoxCeleb1 - 8-shot learning
FID· 2019-05-20
38
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
10-shot image generationonVoxCeleb1 - 32-shot learning
FID· 2019-05-20
29.5
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
10-shot image generationonVoxCeleb1 - 1-shot learning
FID· 2019-05-20
43
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233
10-shot image generationonVoxCeleb2 - 32-shot learning
FID· 2019-05-20
30.6
SOTA
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models arXiv:1905.08233