EDM2-L + DDO (SD-VAE, 25 steps, DPM-Solver-v3)

Reported on 4 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.

Medical4 results

Image GenerationonImageNet 512x512
FID· 2025-03-03
1.21
SOTA
Direct Discriminative Optimization: Your Likelihood-Based Visual Generative Model is Secretly a GAN Discriminator arXiv:2503.01103
Image GenerationonImageNet 256x256
FID· 2025-03-03
1.21
best: 1.06 (SiT-XL/2 + UCGM-S (E2E-VAE + 40 sampling steps + CFG))
SOTA
Direct Discriminative Optimization: Your Likelihood-Based Visual Generative Model is Secretly a GAN Discriminator arXiv:2503.01103
Image GenerationonImageNet 256x256
NFE· 2025-03-03
50
best: 100 (LightningDiT + UCGM-S (VA-VAE + 50 sampling steps + CFG))
SOTA
Direct Discriminative Optimization: Your Likelihood-Based Visual Generative Model is Secretly a GAN Discriminator arXiv:2503.01103
Image GenerationonImageNet 512x512
NFE· 2025-03-03
50
best: 500 (DDT-XL/2(22en6de 675M + guidance interval ))
Direct Discriminative Optimization: Your Likelihood-Based Visual Generative Model is Secretly a GAN Discriminator arXiv:2503.01103