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Models/SIMS

SIMS

Reported on 15 benchmarks across 3 tasks · 2 papers · 8 SOTA

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

Medical7 results

Image GenerationonImageNet 64x64
FID· 2024-08-29
0.92
SOTA
Self-Improving Diffusion Models with Synthetic Data arXiv:2408.16333
Image GenerationonImageNet 64x64
NFE· 2024-08-29
126
SOTA
Self-Improving Diffusion Models with Synthetic Data arXiv:2408.16333
Image GenerationonCityscapes Labels-to-Photo
FID· 2018-04-29
49.7
best: 38.2 (DP-SIMS (ConvNext-L))
SOTA
Semi-parametric Image Synthesis arXiv:1804.10992
Image GenerationonADE20K-Outdoor Labels-to-Photos
FID· 2018-04-29
67.7
best: 42.4 (CoCosNet)
SOTA
Semi-parametric Image Synthesis arXiv:1804.10992
Image GenerationonImageNet 512x512
FID· 2024-08-29
1.73
best: 1.21 (EDM2-L + DDO (SD-VAE, 25 steps, DPM-Solver-v3))
Self-Improving Diffusion Models with Synthetic Data arXiv:2408.16333
Image GenerationonCityscapes Labels-to-Photo
mIoU· 2018-04-29
47.2
best: 76.3 (DP-SIMS (ConvNext-L))
Semi-parametric Image Synthesis arXiv:1804.10992
Image GenerationonADE20K-Outdoor Labels-to-Photos
mIoU· 2018-04-29
13.1
best: 40.4 (DP-GAN)
Semi-parametric Image Synthesis arXiv:1804.10992

Computer Vision4 results

Image-to-Image TranslationonCityscapes Labels-to-Photo
FID· 2018-04-29
49.7
best: 38.2 (DP-SIMS (ConvNext-L))
SOTA
Semi-parametric Image Synthesis arXiv:1804.10992
Image-to-Image TranslationonADE20K-Outdoor Labels-to-Photos
FID· 2018-04-29
67.7
best: 42.4 (CoCosNet)
SOTA
Semi-parametric Image Synthesis arXiv:1804.10992
Image-to-Image TranslationonCityscapes Labels-to-Photo
mIoU· 2018-04-29
47.2
best: 76.3 (DP-SIMS (ConvNext-L))
Semi-parametric Image Synthesis arXiv:1804.10992
Image-to-Image TranslationonADE20K-Outdoor Labels-to-Photos
mIoU· 2018-04-29
13.1
best: 40.4 (DP-GAN)
Semi-parametric Image Synthesis arXiv:1804.10992

Miscellaneous4 results

1 Image, 2*2 StitchingonCityscapes Labels-to-Photo
FID· 2018-04-29
49.7
best: 38.2 (DP-SIMS (ConvNext-L))
SOTA
Semi-parametric Image Synthesis arXiv:1804.10992
1 Image, 2*2 StitchingonADE20K-Outdoor Labels-to-Photos
FID· 2018-04-29
67.7
best: 42.4 (CoCosNet)
SOTA
Semi-parametric Image Synthesis arXiv:1804.10992
1 Image, 2*2 StitchingonCityscapes Labels-to-Photo
mIoU· 2018-04-29
47.2
best: 76.3 (DP-SIMS (ConvNext-L))
Semi-parametric Image Synthesis arXiv:1804.10992
1 Image, 2*2 StitchingonADE20K-Outdoor Labels-to-Photos
mIoU· 2018-04-29
13.1
best: 40.4 (DP-GAN)
Semi-parametric Image Synthesis arXiv:1804.10992