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Models/simple diffusion (U-Net)

simple diffusion (U-Net)

Reported on 7 benchmarks across 2 tasks · 1 paper

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

Medical5 results

Image GenerationonImageNet 512x512
FID· 2023-01-26
4.28
best: 1.21 (EDM2-L + DDO (SD-VAE, 25 steps, DPM-Solver-v3))
Simple diffusion: End-to-end diffusion for high resolution images arXiv:2301.11093
Image GenerationonImageNet 512x512
Inception score· 2023-01-26
171
best: 350.2 (DPC-U)
Simple diffusion: End-to-end diffusion for high resolution images arXiv:2301.11093
Image GenerationonImageNet 256x256
FID· 2023-01-26
3.71
best: 1.06 (SiT-XL/2 + UCGM-S (E2E-VAE + 40 sampling steps + CFG))
Simple diffusion: End-to-end diffusion for high resolution images arXiv:2301.11093
Image GenerationonImageNet 128x128
FID· 2023-01-26
2.88
best: 1.26 (SiD2)
Simple diffusion: End-to-end diffusion for high resolution images arXiv:2301.11093
Image GenerationonImageNet 128x128
Inception score· 2023-01-26
137.3
best: 262.85 (Omni-INR-GAN)
Simple diffusion: End-to-end diffusion for high resolution images arXiv:2301.11093

Computer Vision2 results

Conditional Image GenerationonImageNet 128x128
FID· 2023-01-26
2.88
best: 2.19 (EluCD_DDPM)
Simple diffusion: End-to-end diffusion for high resolution images arXiv:2301.11093
Conditional Image GenerationonImageNet 128x128
Inception score· 2023-01-26
137.3
best: 262.85 (Omni-INR-GAN)
Simple diffusion: End-to-end diffusion for high resolution images arXiv:2301.11093