Image Generation on CelebA (FID)
2.78FIDShortDF
Evaluation Results
| Method | Links | |
|---|---|---|
| ShortDFSteps (NFE)=502025.03 | 2.78 | |
| ShortDFSteps (NFE)=202025.03 | 3.25 | |
| DDIMSteps (NFE)=502025.03 | 4.66 | |
| CountsDiffp-schedule=Cosine Continuous, gamma=1.5, attrition schedule=ηrescale = 0.005, Number of parameters=60M, Training steps=1M, Number of samples=50k2026.04 | 4.948 | |
| ShortDFSteps (NFE)=102025.03 | 5 | |
| DPM-solver++Steps (NFE)=502025.03 | 5.4 | |
| DPM-solverSteps (NFE)=502025.03 | 5.43 | |
| DPM-solver++Steps (NFE)=202025.03 | 5.94 | |
| DPM-solverSteps (NFE)=202025.03 | 5.97 | |
| DDIMSteps (NFE)=202025.03 | 6.35 | |
| DEIS3Steps (NFE)=102025.03 | 6.95 | |
| ShortDFSteps (NFE)=82025.03 | 7.13 | |
| iPNDMSteps (NFE)=102025.03 | 7.78 | |
| FINEModel=DiT-B2024.09 | 7.99 | |
| TLEGModel=DiT-B2024.09 | 8.27 | |
| DPM-solver++Steps (NFE)=102025.03 | 8.31 | |
| FINEModel=DiT-L2024.09 | 8.41 | |
| DPM-solverSteps (NFE)=102025.03 | 8.44 | |
| Full FTModel=DiT-L2024.09 | 8.65 | |
| Share InitModel=DiT-B2024.09 | 9.11 | |
| CDF-based SW estimatorEstimator=CDF (k=0.05)2026.06 | 9.34 | |
| Share InitModel=DiT-L2024.09 | 9.4 | |
| CDF-based SW estimatorEstimator=CDF (k=1)2026.06 | 9.47 | |
| Full FTModel=DiT-B2024.09 | 9.97 | |
| Quantile-based SW estimatorEstimator=Quantile2026.06 | 10.08 | |
| DPM-solver++Steps (NFE)=82025.03 | 10.24 | |
| BK-SDMModel=DiT-B2024.09 | 10.37 | |
| Laptop-diffModel=DiT-L2024.09 | 10.52 | |
| DDIMSteps (NFE)=102025.03 | 10.59 | |
| Heur-LGModel=DiT-L2024.09 | 10.84 | |
| DPM-solverSteps (NFE)=82025.03 | 10.89 | |
| TLEGModel=DiT-L2024.09 | 10.91 | |
| MimeticModel=DiT-L2024.09 | 11.66 | |
| LiGOModel=DiT-B2024.09 | 11.9 | |
| Laptop-diffModel=DiT-B2024.09 | 12.62 | |
| Heur-LGModel=DiT-B2024.09 | 13.23 | |
| ShortDFSteps (NFE)=52025.03 | 13.48 | |
| DDIMSteps (NFE)=82025.03 | 13.94 | |
| He-InitModel=DiT-L2024.09 | 14.55 | |
| DPM-solver++Steps (NFE)=52025.03 | 14.7 | |
| Auto-LGModel=DiT-B2024.09 | 15.02 | |
| BK-SDMModel=DiT-L2024.09 | 15.71 | |
| DCRSNFE=542026.05 | 15.9 | |
| LiGOModel=DiT-L2024.09 | 15.92 | |
| Auto-LGModel=DiT-L2024.09 | 16.54 | |
| MimeticModel=DiT-B2024.09 | 16.87 | |
| τ-LeapingNFE=5122026.05 | 17.08 | |
| He-InitModel=DiT-B2024.09 | 18.57 | |
| DCRSNFE=1102026.05 | 19.71 | |
| DPM-solver++Steps (NFE)=42025.03 | 19.75 | |
| DCRSNFE=262026.05 | 20.44 | |
| DPM-solverSteps (NFE)=52025.03 | 21.05 | |
| τ-LeapingNFE=2562026.05 | 22.46 | |
| DCRSNFE=2222026.05 | 23.19 | |
| RDDMSteps (NFE)=202025.03 | 23.25 | |
| ShortDFSteps (NFE)=42025.03 | 23.37 | |
| OriginalModel=SAGAN [4], MACs=23.45M2023.03 | 24.87 | |
| DEIS3Steps (NFE)=52025.03 | 25.07 | |
| SDDPMSteps (NFE)=42025.03 | 25.09 | |
| GCC* + VEMModel=SAGAN [4], MACs=15.45M, Compression rate=34.12%2023.03 | 25.27 | |
| DCRSNFE=4462026.05 | 25.33 | |
| DDIMSteps (NFE)=52025.03 | 27.2 | |
| GCC*Model=SAGAN [4], MACs=15.45M, Compression rate=34.12%2023.03 | 27.91 | |
| ShortDFSteps (NFE)=32025.03 | 27.95 | |
| VideoGPTNumber of frames=18-frame2026.03 | 28.08 | |
| ShortDFSteps (NFE)=22025.03 | 29.22 | |
| VideoGPTNumber of frames=8-frame2026.03 | 30.19 | |
| DPFNFE=322026.05 | 30.61 | |
| VAE w/ N2CE-LEBMnz (latent dimension)=100, M (noise magnitude)=100, K (num. of stages)=32024.05 | 31.09 | |
| DPM-solverSteps (NFE)=42025.03 | 31.21 | |
| ImageGPTNumber of frames=1-frame2026.03 | 32.98 | |
| VAE w/ N2CE-LEBMnz (latent dimension)=100, M (noise magnitude)=100, K (num. of stages)=12024.05 | 33.05 | |
| DPFNFE=642026.05 | 33.55 | |
| DPFNFE=1282026.05 | 36.39 | |
| SlimmingModel=SAGAN [4], MACs=15.45M, Compression rate=34.12%2023.03 | 36.6 | |
| ABP-LEBM*nz (latent dimension)=1002024.05 | 37.87 | |
| DDIMSteps (NFE)=42025.03 | 38.01 | |
| DPFNFE=2562026.05 | 38.15 | |
| DPFNFE=5122026.05 | 39.07 | |
| VAE w/ NCE-LEBMnz (latent dimension)=1002024.05 | 39.61 | |
| VAE w/ MLE-LEBMnz (latent dimension)=1002024.05 | 40.24 | |
| RAEnz (latent dimension)=1002024.05 | 40.95 | |
| 2s-VAEnz (latent dimension)=1002024.05 | 44.4 | |
| DPFNFE=162026.05 | 45.22 | |
| VAEnz (latent dimension)=1002024.05 | 47.84 | |
| SRI (L=5)nz (latent dimension)=1002024.05 | 47.95 | |
| DPM-solverSteps (NFE)=32025.03 | 48.61 | |
| ABPnz (latent dimension)=1002024.05 | 51.5 | |
| DCRSNFE=122026.05 | 53.52 | |
| DDIMSteps (NFE)=32025.03 | 57.65 | |
| iPNDMSteps (NFE)=52025.03 | 59.87 | |
| SRInz (latent dimension)=1002024.05 | 61.03 | |
| DPM-solver++Steps (NFE)=32025.03 | 61.26 | |
| τ-LeapingNFE=1282026.05 | 65.64 | |
| DPFNFE=82026.05 | 98.96 | |
| τ-LeapingNFE=642026.05 | 281.28 | |
| τ-LeapingNFE=322026.05 | 390.57 | |
| τ-LeapingNFE=162026.05 | 467.12 | |
| τ-LeapingNFE=82026.05 | 482.36 |