Image Generation on FFHQ (FID)
1.69FIDHP-GAN
Evaluation results
| Method | Links | |
|---|---|---|
| HP-GAN2026.02 | 1.69 | |
| LogLinear2024.12 | 2.42 | |
| Convex Schedule2024.12 | 2.43 | |
| PF-ODE + MADMODE Solver=Heun, PC Sampler=PF-ODE + MADM2026.05 | 2.43 | |
| Eq (22)rho=72024.12 | 2.46 | |
| Corrector optimised2024.12 | 2.46 | |
| PF-ODEODE Solver=Heun, PC Sampler=PF-ODE2026.05 | 2.47 | |
| Predictor optimised2024.12 | 2.48 | |
| ADM2026.02 | 2.57 | |
| ART-RLNFE=352026.07 | 2.57 | |
| DPMNFE=352026.07 | 2.66 | |
| EDMNFE=352026.07 | 2.73 | |
| Eq (22)rho=32024.12 | 2.8 | |
| GLeaD2026.02 | 2.9 | |
| MTEO + DDIMNFE=62026.03 | 2.99 | |
| MTEO + DPM-Solver++(3M)NFE=62026.03 | 3.13 | |
| MTEO + DDIMNFE=52026.03 | 3.17 | |
| GGDR2026.02 | 3.25 | |
| Vision-aided GAN2026.02 | 3.3 | |
| MeanFlowNFE=1, Sampling Time (ms/img)=♯ 22.52025.06 | 3.34 | |
| CLR-GAN2026.02 | 3.37 | |
| MTEO + DPM-Solver++(3M)NFE=52026.03 | 3.37 | |
| Projected GAN2026.02 | 3.39 | |
| DynamicD2026.02 | 3.53 | |
| MTEO + DPM-Solver++(3M)NFE=42026.03 | 3.65 | |
| MTEO + DDIMNFE=42026.03 | 3.66 | |
| MTEO + iPNDMNFE=62026.03 | 3.72 | |
| Diffusion GAN2026.02 | 3.73 | |
| StyleGAN32026.02 | 3.8 | |
| Rectified FlowNFE=1, Sampling Time (ms/img)=♯ 24.92025.06 | 4.23 | |
| MTEO + iPNDMNFE=52026.03 | 4.31 | |
| ART-RLNFE=192026.07 | 4.31 | |
| PF-ODE + MADMODE Solver=Euler, PC Sampler=PF-ODE + MADM2026.05 | 4.52 | |
| PF-ODEODE Solver=Euler, PC Sampler=PF-ODE2026.05 | 4.59 | |
| Dual Contrastive2026.02 | 4.63 | |
| StyleGAN22026.02 | 4.86 | |
| LDM2026.02 | 4.98 | |
| DPMNFE=192026.07 | 5.25 | |
| EDMNFE=192026.07 | 5.26 | |
| MTEO + DPM-Solver++(3M)NFE=32026.03 | 5.29 | |
| MTEO + DDIMNFE=32026.03 | 5.46 | |
| MTEO + iPNDMNFE=42026.03 | 5.63 | |
| GANformer2026.02 | 7.42 | |
| MTEO + iPNDMNFE=32026.03 | 7.46 | |
| Koopman (ours, w/o consistency)NFE=1, Sampling Time (ms/img)=37.22025.06 | 7.5 | |
| EPD + SolverNFE=52026.03 | 7.84 | |
| EPD + PluginNFE=52026.03 | 7.97 | |
| OT-CFMNFE=100, Sampling Time (ms/img)=8492025.06 | 8.5 | |
| AMED + PluginNFE=62026.03 | 9.95 | |
| iPNDMNFE=62026.03 | 10 | |
| Koopman (ours, w/ consistency)NFE=1, Sampling Time (ms/img)=37.22025.06 | 10.1 | |
| ART-RLNFE=132026.07 | 11.08 | |
| AMED + SolverNFE=62026.03 | 11.43 | |
| OT-CFMNFE=25, Sampling Time (ms/img)=2092025.06 | 11.6 | |
| DEISNFE=62026.03 | 12.29 | |
| AMED + PluginNFE=52026.03 | 12.47 | |
| FastGAN2026.02 | 12.69 | |
| UniPCNFE=62026.03 | 12.82 | |
| DPM + Solver++(3M)NFE=62026.03 | 13.74 | |
| AMED + SolverNFE=52026.03 | 14.76 | |
| EDMNFE=132026.07 | 15.87 | |
| DPMNFE=132026.07 | 15.94 | |
| SAGAN2026.02 | 16.21 | |
| iPNDMNFE=52026.03 | 17.14 | |
| DEISNFE=52026.03 | 17.39 | |
| EPD + PluginNFE=32026.03 | 19.02 | |
| UniPCNFE=52026.03 | 21.36 | |
| EPD + SolverNFE=32026.03 | 21.74 | |
| DPM + Solver++(3M)NFE=52026.03 | 22.51 | |
| AMED + PluginNFE=42026.03 | 24.07 | |
| AMED + PluginNFE=32026.03 | 26.9 | |
| iPNDMNFE=42026.03 | 28.21 | |
| DEISNFE=42026.03 | 28.3 | |
| AMED + SolverNFE=42026.03 | 31.19 | |
| OT-CFMNFE=5, Sampling Time (ms/img)=41.12025.06 | 31.4 | |
| DDIMNFE=62026.03 | 35.15 | |
| ART-RLNFE=92026.07 | 35.73 | |
| DDIMNFE=52026.03 | 43.85 | |
| UniPCNFE=42026.03 | 44.73 | |
| iPNDMNFE=32026.03 | 45.9 | |
| DPM + Solver++(3M)NFE=42026.03 | 45.94 | |
| AMED + SolverNFE=32026.03 | 47.33 | |
| OT-CFMNFE=3, Sampling Time (ms/img)=25.22025.06 | 51 | |
| DEISNFE=32026.03 | 54.45 | |
| EDMNFE=92026.07 | 57.13 | |
| DDIMNFE=42026.03 | 57.37 | |
| DDIMNFE=32026.03 | 78.16 | |
| DPM + Solver-2NFE=62026.03 | 83.15 | |
| UniPCNFE=32026.03 | 86.34 | |
| DPM + Solver++(3M)NFE=32026.03 | 86.45 | |
| DPM + Solver-2NFE=52026.03 | 87.1 | |
| DPMNFE=92026.07 | 113.87 | |
| OT-CFMNFE=1, Sampling Time (ms/img)=7.12025.06 | 149 | |
| DPM + Solver-2NFE=42026.03 | 238.61 | |
| ART-RLNFE=52026.07 | 240.38 | |
| DPM + Solver-2NFE=32026.03 | 266 | |
| ART-RLNFE=32026.07 | 305.97 | |
| DPMNFE=52026.07 | 340.51 | |
| EDMNFE=52026.07 | 344.76 | |
| DPMNFE=32026.07 | 466.76 |