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Models/VQGAN

VQGAN

Reported on 13 benchmarks across 5 tasks · 2 papers · 5 SOTA

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

Medical7 results

Image GenerationonCLEVR
FID-5k-training-steps· 2021-03-01
32.6031
best: 0.89 (Projected GAN)
SOTA
Generative Adversarial Transformers arXiv:2103.01209
Image GenerationonFFHQ
FID-10k-training-steps· 2021-03-01
63.1165
best: 10.8309 (StyleGAN2)
SOTA
Generative Adversarial Transformers arXiv:2103.01209
Image GenerationonCityscapes
FID-10k-training-steps· 2021-03-01
173.7971
best: 3.41 (Projected GAN)
SOTA
Generative Adversarial Transformers arXiv:2103.01209
Image GenerationonLSUN Bedroom 256 x 256
FID-10k-training-steps· 2021-03-01
59.6333
best: 1.52 (Projected GAN)
SOTA
Generative Adversarial Transformers arXiv:2103.01209
Image GenerationonCelebA 256x256
FID· 2020-12-17
10.2
best: 3.25 (StyleSwin)
SOTA
Taming Transformers for High-Resolution Image Synthesis arXiv:2012.09841
3D Shape Reconstruction from VideosonFakeAVCeleb
AP· 2020-12-17
55
best: 96.8 (FACTOR)
Taming Transformers for High-Resolution Image Synthesis arXiv:2012.09841
3D Shape Reconstruction from VideosonFakeAVCeleb
ROC AUC· 2020-12-17
51.8
best: 97.4 (FACTOR)
Taming Transformers for High-Resolution Image Synthesis arXiv:2012.09841

Methodology4 results

3D ReconstructiononFakeAVCeleb
AP· 2020-12-17
55
best: 96.8 (FACTOR)
Taming Transformers for High-Resolution Image Synthesis arXiv:2012.09841
3D ReconstructiononFakeAVCeleb
ROC AUC· 2020-12-17
51.8
best: 97.4 (FACTOR)
Taming Transformers for High-Resolution Image Synthesis arXiv:2012.09841
3DonFakeAVCeleb
AP· 2020-12-17
55
best: 96.8 (FACTOR)
Taming Transformers for High-Resolution Image Synthesis arXiv:2012.09841
3DonFakeAVCeleb
ROC AUC· 2020-12-17
51.8
best: 97.4 (FACTOR)
Taming Transformers for High-Resolution Image Synthesis arXiv:2012.09841

Audio2 results

DeepFake DetectiononFakeAVCeleb
AP· 2020-12-17
55
best: 96.8 (FACTOR)
Taming Transformers for High-Resolution Image Synthesis arXiv:2012.09841
DeepFake DetectiononFakeAVCeleb
ROC AUC· 2020-12-17
51.8
best: 97.4 (FACTOR)
Taming Transformers for High-Resolution Image Synthesis arXiv:2012.09841