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Models/USIS

USIS

Reported on 18 benchmarks across 3 tasks · 1 paper

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

Computer Vision6 results

Image-to-Image TranslationonCOCO-Stuff Labels-to-Photos
FID· 2021-09-29
27.8
best: 13.3 (DP-SIMS (ConvNext-XL))
USIS: Unsupervised Semantic Image Synthesis arXiv:2109.14715
Image-to-Image TranslationonCOCO-Stuff Labels-to-Photos
mIoU· 2021-09-29
14.06
best: 44.1 (OASIS)
USIS: Unsupervised Semantic Image Synthesis arXiv:2109.14715
Image-to-Image TranslationonCityscapes Labels-to-Photo
FID· 2021-09-29
53.67
best: 38.2 (DP-SIMS (ConvNext-L))
USIS: Unsupervised Semantic Image Synthesis arXiv:2109.14715
Image-to-Image TranslationonCityscapes Labels-to-Photo
mIoU· 2021-09-29
44.78
best: 76.3 (DP-SIMS (ConvNext-L))
USIS: Unsupervised Semantic Image Synthesis arXiv:2109.14715
Image-to-Image TranslationonADE20K Labels-to-Photos
FID· 2021-09-29
33.2
best: 22.7 (DP-SIMS (ConvNext-L))
USIS: Unsupervised Semantic Image Synthesis arXiv:2109.14715
Image-to-Image TranslationonADE20K Labels-to-Photos
mIoU· 2021-09-29
17.38
best: 54.3 (DP-SIMS (ConvNext-L))
USIS: Unsupervised Semantic Image Synthesis arXiv:2109.14715

Medical6 results

Image GenerationonCOCO-Stuff Labels-to-Photos
FID· 2021-09-29
27.8
best: 13.3 (DP-SIMS (ConvNext-XL))
USIS: Unsupervised Semantic Image Synthesis arXiv:2109.14715
Image GenerationonCOCO-Stuff Labels-to-Photos
mIoU· 2021-09-29
14.06
best: 44.1 (OASIS)
USIS: Unsupervised Semantic Image Synthesis arXiv:2109.14715
Image GenerationonCityscapes Labels-to-Photo
FID· 2021-09-29
53.67
best: 38.2 (DP-SIMS (ConvNext-L))
USIS: Unsupervised Semantic Image Synthesis arXiv:2109.14715
Image GenerationonCityscapes Labels-to-Photo
mIoU· 2021-09-29
44.78
best: 76.3 (DP-SIMS (ConvNext-L))
USIS: Unsupervised Semantic Image Synthesis arXiv:2109.14715
Image GenerationonADE20K Labels-to-Photos
FID· 2021-09-29
33.2
best: 22.7 (DP-SIMS (ConvNext-L))
USIS: Unsupervised Semantic Image Synthesis arXiv:2109.14715
Image GenerationonADE20K Labels-to-Photos
mIoU· 2021-09-29
17.38
best: 54.3 (DP-SIMS (ConvNext-L))
USIS: Unsupervised Semantic Image Synthesis arXiv:2109.14715

Miscellaneous6 results

1 Image, 2*2 StitchingonCOCO-Stuff Labels-to-Photos
FID· 2021-09-29
27.8
best: 13.3 (DP-SIMS (ConvNext-XL))
USIS: Unsupervised Semantic Image Synthesis arXiv:2109.14715
1 Image, 2*2 StitchingonCOCO-Stuff Labels-to-Photos
mIoU· 2021-09-29
14.06
best: 44.1 (OASIS)
USIS: Unsupervised Semantic Image Synthesis arXiv:2109.14715
1 Image, 2*2 StitchingonCityscapes Labels-to-Photo
FID· 2021-09-29
53.67
best: 38.2 (DP-SIMS (ConvNext-L))
USIS: Unsupervised Semantic Image Synthesis arXiv:2109.14715
1 Image, 2*2 StitchingonCityscapes Labels-to-Photo
mIoU· 2021-09-29
44.78
best: 76.3 (DP-SIMS (ConvNext-L))
USIS: Unsupervised Semantic Image Synthesis arXiv:2109.14715
1 Image, 2*2 StitchingonADE20K Labels-to-Photos
FID· 2021-09-29
33.2
best: 22.7 (DP-SIMS (ConvNext-L))
USIS: Unsupervised Semantic Image Synthesis arXiv:2109.14715
1 Image, 2*2 StitchingonADE20K Labels-to-Photos
mIoU· 2021-09-29
17.38
best: 54.3 (DP-SIMS (ConvNext-L))
USIS: Unsupervised Semantic Image Synthesis arXiv:2109.14715