DDPM++ (VP, NLL) + ST

Reported on 5 benchmarks across 1 task · 1 paper · 3 SOTA

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

Medical5 results

Image GenerationonImageNet 32x32
FID· 2021-06-10
8.42
best: 0.79 (PaGoDA)
SOTA
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation arXiv:2106.05527
Image GenerationonImageNet 32x32
Inception score· 2021-06-10
11.82
SOTA
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation arXiv:2106.05527
Image GenerationonCelebA 64x64
FID· 2021-06-10
2.9
best: 1.27 (DDPM-IP)
SOTA
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation arXiv:2106.05527
Image GenerationonImageNet 32x32
bpd· 2021-06-10
3.85
best: 3.34 (NFDM)
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation arXiv:2106.05527
Image GenerationonCelebA 64x64
bits/dimension· 2021-06-10
1.96
best: 1.83 (Efficient-VDVAE)
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation arXiv:2106.05527