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Models/VQGAN+Transformer

VQGAN+Transformer

Reported on 8 benchmarks across 3 tasks · 1 paper · 1 SOTA

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

Medical4 results

Image GenerationonCelebA-HQ 256x256
FID· 2020-12-17
10.2
best: 3.15 (RDM)
SOTA
Taming Transformers for High-Resolution Image Synthesis arXiv:2012.09841
Image GenerationonFFHQ 256 x 256
FID· 2020-12-17
9.6
best: 1.68 (StyleSAN-XL)
Taming Transformers for High-Resolution Image Synthesis arXiv:2012.09841
Image GenerationonCOCO-Stuff Labels-to-Photos
FID· 2020-12-17
22.4
best: 13.3 (DP-SIMS (ConvNext-XL))
Taming Transformers for High-Resolution Image Synthesis arXiv:2012.09841
Image GenerationonADE20K Labels-to-Photos
FID· 2020-12-17
35.5
best: 22.7 (DP-SIMS (ConvNext-L))
Taming Transformers for High-Resolution Image Synthesis arXiv:2012.09841

Computer Vision2 results

Image-to-Image TranslationonCOCO-Stuff Labels-to-Photos
FID· 2020-12-17
22.4
best: 13.3 (DP-SIMS (ConvNext-XL))
Taming Transformers for High-Resolution Image Synthesis arXiv:2012.09841
Image-to-Image TranslationonADE20K Labels-to-Photos
FID· 2020-12-17
35.5
best: 22.7 (DP-SIMS (ConvNext-L))
Taming Transformers for High-Resolution Image Synthesis arXiv:2012.09841

Miscellaneous2 results

1 Image, 2*2 StitchingonCOCO-Stuff Labels-to-Photos
FID· 2020-12-17
22.4
best: 13.3 (DP-SIMS (ConvNext-XL))
Taming Transformers for High-Resolution Image Synthesis arXiv:2012.09841
1 Image, 2*2 StitchingonADE20K Labels-to-Photos
FID· 2020-12-17
35.5
best: 22.7 (DP-SIMS (ConvNext-L))
Taming Transformers for High-Resolution Image Synthesis arXiv:2012.09841