Image Generation on LSUN Bedroom (FID)
1.19FIDHP-GAN
Evaluation Results
| Method | Links | |
|---|---|---|
| HP-GAN2026.02 | 1.19 | |
| Diffusion GAN2026.02 | 1.43 | |
| Projected GAN2026.02 | 1.52 | |
| ADM2026.02 | 1.9 | |
| GLeaD2026.02 | 2.72 | |
| LDM2026.02 | 2.95 | |
| Dual Contrastive2026.02 | 3.31 | |
| INDISNFE=82026.03 | 3.66 | |
| GGDR2026.02 | 3.71 | |
| INDISNFE=72026.03 | 3.81 | |
| INDISNFE=62026.03 | 3.84 | |
| StyleGAN22026.02 | 4.01 | |
| DynamicD2026.02 | 4.01 | |
| AMEDNFE=82026.03 | 4.19 | |
| LD3NFE=82026.03 | 4.22 | |
| LD3NFE=72026.03 | 4.31 | |
| SFD-vModel Size=2007.04MB, Parameter=2007.04MB, Percent=100%, NFE=5, Sampler=+DDIM2026.03 | 4.33 | |
| best heu.NFE=72026.03 | 4.39 | |
| MTEO+DDIMNFE=62026.03 | 4.44 | |
| LD3NFE=62026.03 | 4.52 | |
| DMNNFE=82026.03 | 4.55 | |
| SFD-vModel Size=2007.04MB, Parameter=2007.04MB, Percent=100%, NFE=4, Sampler=+DDIM2026.03 | 4.63 | |
| DMNNFE=62026.03 | 4.71 | |
| SFDModel Size=2007.04MB, Parameter=2007.04MB, Percent=100%, NFE=5, Sampler=+DDIM2026.03 | 4.73 | |
| best heu.NFE=82026.03 | 4.88 | |
| INDISNFE=52026.03 | 4.99 | |
| best heu.NFE=62026.03 | 5.08 | |
| DMNNFE=72026.03 | 5.16 | |
| SFDModel Size=2007.04MB, Parameter=2007.04MB, Percent=100%, NFE=4, Sampler=+DDIM2026.03 | 5.26 | |
| MTEOModel Size=2007.04MB, Parameter=0.72MB, Percent=0.036%, NFE=4, Sampler=+DDIM2026.03 | 5.32 | |
| SFD-vModel Size=2007.04MB, Parameter=2007.04MB, Percent=100%, NFE=3, Sampler=+DDIM2026.03 | 5.36 | |
| LD3NFE=52026.03 | 5.93 | |
| MTEOModel Size=2007.04MB, Parameter=0.87MB, Percent=0.043%, NFE=5, Sampler=+DDIM2026.03 | 5.93 | |
| MTEOModel Size=2007.04MB, Parameter=1.01MB, Percent=0.050%, NFE=6, Sampler=+DDIM2026.03 | 5.98 | |
| MTEO+DDIMNFE=52026.03 | 6.03 | |
| GANformer2026.02 | 6.15 | |
| DMNNFE=52026.03 | 6.15 | |
| MTEO+iPNDMNFE=62026.03 | 6.25 | |
| best heu.NFE=52026.03 | 6.38 | |
| SFDModel Size=2007.04MB, Parameter=2007.04MB, Percent=100%, NFE=3, Sampler=+DDIM2026.03 | 6.42 | |
| MTEO+DPM-Solver++(3M)NFE=62026.03 | 6.45 | |
| INDISNFE=42026.03 | 6.55 | |
| MTEO+DPM-Solver++(3M)NFE=52026.03 | 6.56 | |
| AMEDNFE=72026.03 | 7 | |
| MTEO+DDIMNFE=42026.03 | 7.01 | |
| MTEOModel Size=2007.04MB, Parameter=0.58MB, Percent=0.029%, NFE=3, Sampler=+DDIM2026.03 | 7.02 | |
| EPD-SolverNFE=52026.03 | 7.52 | |
| FastGAN2026.02 | 8.24 | |
| EPD-PluginNFE=52026.03 | 8.26 | |
| MTEO+iPNDMNFE=52026.03 | 8.46 | |
| LD3NFE=42026.03 | 8.48 | |
| GITSNFE=82026.03 | 8.82 | |
| AMEDNFE=62026.03 | 8.92 | |
| SFD-vModel Size=2007.04MB, Parameter=2007.04MB, Percent=100%, NFE=2, Sampler=+DDIM2026.03 | 9.25 | |
| GITSNFE=72026.03 | 9.59 | |
| SFDModel Size=2007.04MB, Parameter=2007.04MB, Percent=100%, NFE=2, Sampler=+DDIM2026.03 | 10.39 | |
| DEISNFE=62026.03 | 10.74 | |
| GITSNFE=62026.03 | 11.52 | |
| UniPCNFE=62026.03 | 11.64 | |
| DMNNFE=42026.03 | 11.82 | |
| best heu.NFE=42026.03 | 11.93 | |
| DPM-Solver++(3M)NFE=62026.03 | 12.28 | |
| INDISNFE=32026.03 | 12.44 | |
| MTEO+DDIMNFE=32026.03 | 12.99 | |
| AMEDNFE=52026.03 | 13.2 | |
| AMED-SolverNFE=52026.03 | 13.2 | |
| EPD-SolverNFE=32026.03 | 13.21 | |
| MTEO+iPNDMNFE=42026.03 | 13.43 | |
| SAGAN2026.02 | 14.06 | |
| EPD-PluginNFE=32026.03 | 14.12 | |
| DEISNFE=52026.03 | 14.42 | |
| LD3NFE=32026.03 | 14.62 | |
| MTEO+DPM-Solver++(3M)NFE=42026.03 | 14.94 | |
| AMEDNFE=42026.03 | 15.67 | |
| GITSNFE=52026.03 | 17.29 | |
| iPNDMNFE=62026.03 | 20.71 | |
| MTEO+DPM-Solver++(3M)NFE=32026.03 | 20.77 | |
| GITSNFE=42026.03 | 21.67 | |
| DPM-Solver++(3M)NFE=52026.03 | 23.15 | |
| UniPCNFE=52026.03 | 23.2 | |
| DEISNFE=42026.03 | 23.65 | |
| MTEO+iPNDMNFE=32026.03 | 23.71 | |
| DDIMNFE=62026.03 | 25.26 | |
| AMED-PluginNFE=52026.03 | 25.68 | |
| iPNDMNFE=52026.03 | 26.65 | |
| DMNNFE=32026.03 | 28.11 | |
| DDIMNFE=52026.03 | 34.34 | |
| best heu.NFE=32026.03 | 41.99 | |
| iPNDMNFE=42026.03 | 43.89 | |
| GITSNFE=32026.03 | 44.78 | |
| UniPCNFE=42026.03 | 49 | |
| DPM-Solver++(3M)NFE=42026.03 | 49.46 | |
| DEISNFE=32026.03 | 52.46 | |
| DDIMNFE=42026.03 | 54.53 | |
| AMEDNFE=32026.03 | 58.21 | |
| AMED-SolverNFE=32026.03 | 58.21 | |
| DPM-Solver-2NFE=62026.03 | 80.19 | |
| DPM-Solver-2NFE=52026.03 | 80.6 | |
| iPNDMNFE=32026.03 | 80.99 | |
| DDIMNFE=32026.03 | 86.13 |