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Models/VDM

VDM

Reported on 8 benchmarks across 4 tasks · 2 papers · 2 SOTA

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

Methodology2 results

Density EstimationonCIFAR-10
NLL (bits/dim)· 2021-07-01
2.65
best: 2.42 (i-DODE)
SOTA
Variational Diffusion Models arXiv:2107.00630
Density EstimationonImageNet 32x32
NLL (bits/dim)· 2021-07-01
3.72
best: 3.67 (MuLAN)
SOTA
Variational Diffusion Models arXiv:2107.00630

Computer Vision2 results

VideoonUCF-101
FVD16· 2022-11-23
1396
best: 2460 (MCVD)
Latent Video Diffusion Models for High-Fidelity Long Video Generation arXiv:2211.13221
VideoonUCF-101
KVD16· 2022-11-23
116
best: 148 (MCVD)
Latent Video Diffusion Models for High-Fidelity Long Video Generation arXiv:2211.13221

Natural Language Processing2 results

Video GenerationonUCF-101
FVD16· 2022-11-23
1396
best: 2460 (MCVD)
Latent Video Diffusion Models for High-Fidelity Long Video Generation arXiv:2211.13221
Video GenerationonUCF-101
KVD16· 2022-11-23
116
best: 148 (MCVD)
Latent Video Diffusion Models for High-Fidelity Long Video Generation arXiv:2211.13221

Medical2 results

Image GenerationonImageNet 64x64
Bits per dim· 2021-07-01
3.4
best: 4.351 (Logsparse (6 layers))
Variational Diffusion Models arXiv:2107.00630
Image GenerationonImageNet 32x32
bpd· 2021-07-01
3.72
best: 3.34 (NFDM)
Variational Diffusion Models arXiv:2107.00630