Image Generation on AFHQ 64x64 v2 (unconditional)
2.37FIDINDIS
Evaluation Results
| Method | Links | |
|---|---|---|
| INDISNFE=72026.03 | 2.37 | |
| SpanLiftNFE=62026.06 | 2.42 | |
| DyWeightNFE=62026.06 | 2.66 | |
| S4S-AltNFE=62026.06 | 2.7 | |
| SpanLiftNFE=52026.06 | 2.74 | |
| LD3NFE=72026.03 | 2.77 | |
| DyWeightNFE=52026.06 | 3.2 | |
| INDISNFE=52026.03 | 3.48 | |
| LD3NFE=62026.06 | 3.63 | |
| iPNDM(3M)NFE=62026.06 | 3.81 | |
| SpanLiftNFE=42026.06 | 3.85 | |
| S4S-AltNFE=52026.06 | 3.89 | |
| AMEDNFE=72026.03 | 4.39 | |
| CDL-VPSampler=Parallel DDPM, Number of samples=5000, Conditioning=unconditional2024.07 | 4.51 | |
| CDL-VESampler=Parallel DDPM, Number of samples=5000, Conditioning=unconditional2024.07 | 4.54 | |
| VPFull name=DDPM++ cont. (VP), Sampler=Parallel DDPM, Number of samples=5000, Conditioning=unconditional2024.07 | 4.58 | |
| VEFull name=NCSN++ cont. (VE), Sampler=Parallel DDPM, Number of samples=5000, Conditioning=unconditional2024.07 | 4.65 | |
| Best Heu.NFE=72026.03 | 4.73 | |
| DyWeightNFE=42026.06 | 5.38 | |
| GITSNFE=72026.03 | 5.48 | |
| iPNDM(3M)NFE=52026.06 | 5.58 | |
| SpanLiftNFE=32026.06 | 5.89 | |
| LD3NFE=52026.03 | 6.09 | |
| LD3NFE=52026.06 | 6.09 | |
| DPMPP(3M)NFE=62026.06 | 6.24 | |
| S4S-AltNFE=42026.06 | 6.52 | |
| AMEDNFE=52026.03 | 7.34 | |
| AMED-SolverNFE=52026.06 | 7.34 | |
| AMED-SolverNFE=62026.06 | 8.19 | |
| UniPC(3M)NFE=62026.06 | 8.27 | |
| GITSNFE=52026.03 | 8.72 | |
| iPNDM(3M)NFE=42026.06 | 8.73 | |
| Best Heu.NFE=52026.03 | 9.01 | |
| DyWeightNFE=32026.06 | 9.16 | |
| LD3NFE=42026.06 | 9.96 | |
| INDISNFE=32026.03 | 10.15 | |
| DPMPP(3M)NFE=52026.06 | 10.63 | |
| UniPC(3M)NFE=52026.06 | 13.01 | |
| DMNNFE=72026.03 | 13.03 | |
| S4S-AltNFE=32026.06 | 14.71 | |
| iPNDM(3M)NFE=32026.06 | 15.53 | |
| LD3NFE=32026.03 | 17.94 | |
| LD3NFE=32026.06 | 17.94 | |
| AMED-SolverNFE=42026.06 | 18.99 | |
| DPMPP(3M)NFE=42026.06 | 21.04 | |
| GITSNFE=32026.03 | 24.17 | |
| DMNNFE=52026.03 | 26.11 | |
| AMEDNFE=32026.03 | 31.82 | |
| AMED-SolverNFE=32026.06 | 31.82 | |
| UniPC(3M)NFE=42026.06 | 33.78 | |
| DPMPP(3M)NFE=32026.06 | 35.05 | |
| Best Heu.NFE=32026.03 | 40.24 | |
| UniPC(3M)NFE=32026.06 | 60.89 | |
| DMNNFE=32026.03 | 178.76 |