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Models/OASIS

OASIS

Reported on 30 benchmarks across 3 tasks · 1 paper · 15 SOTA

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

Computer Vision10 results

Image-to-Image TranslationonCOCO-Stuff Labels-to-Photos
FID· 2020-12-08
17
best: 13.3 (DP-SIMS (ConvNext-XL))
SOTA
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
Image-to-Image TranslationonCOCO-Stuff Labels-to-Photos
mIoU· 2020-12-08
44.1
SOTA
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
Image-to-Image TranslationonCityscapes Labels-to-Photo
FID· 2020-12-08
47.7
best: 38.2 (DP-SIMS (ConvNext-L))
SOTA
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
Image-to-Image TranslationonCityscapes Labels-to-Photo
mIoU· 2020-12-08
69.3
best: 76.3 (DP-SIMS (ConvNext-L))
SOTA
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
Image-to-Image TranslationonADE20K-Outdoor Labels-to-Photos
mIoU· 2020-12-08
40.4
SOTA
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
Image-to-Image TranslationonCityscapes Labels-to-Photo
LPIPS· 2020-12-08
0.275
best: 0 (pix2pix)
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
Image-to-Image TranslationonADE20K Labels-to-Photos
FID· 2020-12-08
28.3
best: 22.7 (DP-SIMS (ConvNext-L))
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
Image-to-Image TranslationonADE20K Labels-to-Photos
LPIPS· 2020-12-08
0.265
best: 0 (SPADE)
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
Image-to-Image TranslationonADE20K Labels-to-Photos
mIoU· 2020-12-08
48.8
best: 54.3 (DP-SIMS (ConvNext-L))
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
Image-to-Image TranslationonADE20K-Outdoor Labels-to-Photos
FID· 2020-12-08
48.6
best: 42.4 (CoCosNet)
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781

Medical10 results

Image GenerationonCOCO-Stuff Labels-to-Photos
FID· 2020-12-08
17
best: 13.3 (DP-SIMS (ConvNext-XL))
SOTA
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
Image GenerationonCOCO-Stuff Labels-to-Photos
mIoU· 2020-12-08
44.1
SOTA
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
Image GenerationonCityscapes Labels-to-Photo
FID· 2020-12-08
47.7
best: 38.2 (DP-SIMS (ConvNext-L))
SOTA
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
Image GenerationonCityscapes Labels-to-Photo
mIoU· 2020-12-08
69.3
best: 76.3 (DP-SIMS (ConvNext-L))
SOTA
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
Image GenerationonADE20K-Outdoor Labels-to-Photos
mIoU· 2020-12-08
40.4
SOTA
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
Image GenerationonCityscapes Labels-to-Photo
LPIPS· 2020-12-08
0.275
best: 0 (pix2pix)
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
Image GenerationonADE20K Labels-to-Photos
FID· 2020-12-08
28.3
best: 22.7 (DP-SIMS (ConvNext-L))
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
Image GenerationonADE20K Labels-to-Photos
LPIPS· 2020-12-08
0.265
best: 0 (SPADE)
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
Image GenerationonADE20K Labels-to-Photos
mIoU· 2020-12-08
48.8
best: 54.3 (DP-SIMS (ConvNext-L))
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
Image GenerationonADE20K-Outdoor Labels-to-Photos
FID· 2020-12-08
48.6
best: 42.4 (CoCosNet)
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781

Miscellaneous10 results

1 Image, 2*2 StitchingonCOCO-Stuff Labels-to-Photos
FID· 2020-12-08
17
best: 13.3 (DP-SIMS (ConvNext-XL))
SOTA
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
1 Image, 2*2 StitchingonCOCO-Stuff Labels-to-Photos
mIoU· 2020-12-08
44.1
SOTA
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
1 Image, 2*2 StitchingonCityscapes Labels-to-Photo
FID· 2020-12-08
47.7
best: 38.2 (DP-SIMS (ConvNext-L))
SOTA
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
1 Image, 2*2 StitchingonCityscapes Labels-to-Photo
mIoU· 2020-12-08
69.3
best: 76.3 (DP-SIMS (ConvNext-L))
SOTA
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
1 Image, 2*2 StitchingonADE20K-Outdoor Labels-to-Photos
mIoU· 2020-12-08
40.4
SOTA
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
1 Image, 2*2 StitchingonCityscapes Labels-to-Photo
LPIPS· 2020-12-08
0.275
best: 0 (pix2pix)
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
1 Image, 2*2 StitchingonADE20K Labels-to-Photos
FID· 2020-12-08
28.3
best: 22.7 (DP-SIMS (ConvNext-L))
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
1 Image, 2*2 StitchingonADE20K Labels-to-Photos
LPIPS· 2020-12-08
0.265
best: 0 (SPADE)
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
1 Image, 2*2 StitchingonADE20K Labels-to-Photos
mIoU· 2020-12-08
48.8
best: 54.3 (DP-SIMS (ConvNext-L))
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781
1 Image, 2*2 StitchingonADE20K-Outdoor Labels-to-Photos
FID· 2020-12-08
48.6
best: 42.4 (CoCosNet)
You Only Need Adversarial Supervision for Semantic Image Synthesis arXiv:2012.04781