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Models/SCDM

SCDM

Reported on 36 benchmarks across 4 tasks · 1 paper · 21 SOTA

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

Computer Vision15 results

Image-to-Image TranslationonCOCO-Stuff Labels-to-Photos
LPIPS· 2024-02-26
0.519
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Conditional Image GenerationonCelebAMask-HQ
FID· 2024-02-26
17.4
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Conditional Image GenerationonCelebAMask-HQ
LPIPS· 2024-02-26
0.418
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Conditional Image GenerationonCelebAMask-HQ
mIoU· 2024-02-26
77.2
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Conditional Image Generationonnoisy-ADE20K-Edge
FID· 2024-02-26
31.2
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Conditional Image Generationonnoisy-ADE20K-Edge
mIoU· 2024-02-26
40.1
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Conditional Image Generationonnoisy-ADE20K-DS
FID· 2024-02-26
32.4
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Conditional Image Generationonnoisy-ADE20K-DS
mIoU· 2024-02-26
44.7
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Conditional Image Generationonnoisy-ADE20K-Random
FID· 2024-02-26
28.1
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Conditional Image Generationonnoisy-ADE20K-Random
mIoU· 2024-02-26
45.1
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Image-to-Image TranslationonCOCO-Stuff Labels-to-Photos
FID· 2024-02-26
15.3
best: 13.3 (DP-SIMS (ConvNext-XL))
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Image-to-Image TranslationonCOCO-Stuff Labels-to-Photos
mIoU· 2024-02-26
38.1
best: 44.1 (OASIS)
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Image-to-Image TranslationonADE20K Labels-to-Photos
FID· 2024-02-26
26.9
best: 22.7 (DP-SIMS (ConvNext-L))
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Image-to-Image TranslationonADE20K Labels-to-Photos
LPIPS· 2024-02-26
0.53
best: 0 (SPADE)
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Image-to-Image TranslationonADE20K Labels-to-Photos
mIoU· 2024-02-26
49.4
best: 54.3 (DP-SIMS (ConvNext-L))
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506

Medical15 results

Image GenerationonCOCO-Stuff Labels-to-Photos
LPIPS· 2024-02-26
0.519
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Image GenerationonCelebAMask-HQ
FID· 2024-02-26
17.4
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Image GenerationonCelebAMask-HQ
LPIPS· 2024-02-26
0.418
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Image GenerationonCelebAMask-HQ
mIoU· 2024-02-26
77.2
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Image Generationonnoisy-ADE20K-Edge
FID· 2024-02-26
31.2
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Image Generationonnoisy-ADE20K-Edge
mIoU· 2024-02-26
40.1
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Image Generationonnoisy-ADE20K-DS
FID· 2024-02-26
32.4
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Image Generationonnoisy-ADE20K-DS
mIoU· 2024-02-26
44.7
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Image Generationonnoisy-ADE20K-Random
FID· 2024-02-26
28.1
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Image Generationonnoisy-ADE20K-Random
mIoU· 2024-02-26
45.1
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Image GenerationonCOCO-Stuff Labels-to-Photos
FID· 2024-02-26
15.3
best: 13.3 (DP-SIMS (ConvNext-XL))
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Image GenerationonCOCO-Stuff Labels-to-Photos
mIoU· 2024-02-26
38.1
best: 44.1 (OASIS)
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Image GenerationonADE20K Labels-to-Photos
FID· 2024-02-26
26.9
best: 22.7 (DP-SIMS (ConvNext-L))
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Image GenerationonADE20K Labels-to-Photos
LPIPS· 2024-02-26
0.53
best: 0 (SPADE)
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
Image GenerationonADE20K Labels-to-Photos
mIoU· 2024-02-26
49.4
best: 54.3 (DP-SIMS (ConvNext-L))
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506

Miscellaneous6 results

1 Image, 2*2 StitchingonCOCO-Stuff Labels-to-Photos
LPIPS· 2024-02-26
0.519
SOTA
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
1 Image, 2*2 StitchingonCOCO-Stuff Labels-to-Photos
FID· 2024-02-26
15.3
best: 13.3 (DP-SIMS (ConvNext-XL))
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
1 Image, 2*2 StitchingonCOCO-Stuff Labels-to-Photos
mIoU· 2024-02-26
38.1
best: 44.1 (OASIS)
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
1 Image, 2*2 StitchingonADE20K Labels-to-Photos
FID· 2024-02-26
26.9
best: 22.7 (DP-SIMS (ConvNext-L))
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
1 Image, 2*2 StitchingonADE20K Labels-to-Photos
LPIPS· 2024-02-26
0.53
best: 0 (SPADE)
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506
1 Image, 2*2 StitchingonADE20K Labels-to-Photos
mIoU· 2024-02-26
49.4
best: 54.3 (DP-SIMS (ConvNext-L))
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis arXiv:2402.16506