DDPM

Reported on 5 benchmarks across 2 tasks · 3 papers · 1 SOTA

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

Medical4 results

Image GenerationonCelebA-HQ
FLD· 2024-10-02
1.4
SOTA
Normalizing Flow-Based Metric for Image Generation arXiv:2410.02004
Image GenerationonCIFAR-10
FID· 2024-05-23
3.074
best: 1.22 (GMem)
The Disappearance of Timestep Embedding in Modern Time-Dependent Neural Networks arXiv:2405.14126
Image GenerationonImageNet 32x32
FID· 2020-06-19
16.18
best: 0.79 (PaGoDA)
Denoising Diffusion Probabilistic Models arXiv:2006.11239
Image GenerationonImageNet 32x32
bpd· 2020-06-19
3.89
best: 3.34 (NFDM)
Denoising Diffusion Probabilistic Models arXiv:2006.11239

Methodology1 result

Density EstimationonCIFAR-10
NLL (bits/dim)· 2020-06-19
3.69
best: 2.42 (i-DODE)
Denoising Diffusion Probabilistic Models arXiv:2006.11239