Unconditional Image Generation on LSUN Bedroom 256x256
2.35FIDStyleGAN2
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| StyleGAN2NFE=12024.06 | 2.35 | — | 59 | 48 | |
| EDMNFE=79, Backbone=EDM2024.06 | 2.44 | — | 71 | 67 | |
| LPDM-ADMNFE=50, Train-Time=~ 4 days2023.04 | 2.75 | — | — | — | |
| Full Prec.Bits (W/A)=32/322023.11 | 2.98 | 7.09 | — | — | |
| TFMQ-DMBits (W/A)=8/82023.11 | 3.14 | 7.26 | — | — | |
| DyWeightSolver Category=Learnable, NFE=92026.03 | 3.45 | — | — | — | |
| TFMQ-DMBits (W/A)=4/322023.11 | 3.6 | 7.61 | — | — | |
| TFMQ-DMBits (W/A)=4/82023.11 | 3.68 | 7.65 | — | — | |
| DLMSSolver Category=Learnable, NFE=92026.03 | 3.7 | — | — | — | |
| UniPCSolver Category=Handcrafted, NFE=92026.03 | 3.72 | — | — | — | |
| PTQDBits (W/A)=8/82023.11 | 3.75 | 9.89 | — | — | |
| DPM-Solver++(3M)Solver Category=Handcrafted, NFE=92026.03 | 3.77 | — | — | — | |
| DyWeightSolver Category=Learnable, NFE=72026.03 | 3.87 | — | — | — | |
| LD3Solver Category=Learnable, NFE=92026.03 | 3.98 | — | — | — | |
| DLMSSolver Category=Learnable, NFE=72026.03 | 3.99 | — | — | — | |
| LD3Solver Category=Learnable, NFE=72026.03 | 4.16 | — | — | — | |
| Q-DiffusionBits (W/A)=4/322023.11 | 4.2 | 7.66 | — | — | |
| LDM-ADMNFE=50, Train-Time=~ 8 Days2023.04 | 4.32 | — | — | — | |
| PTQDBits (W/A)=4/322023.11 | 4.42 | 7.88 | — | — | |
| Q-DiffusionBits (W/A)=8/82023.11 | 4.51 | 8.17 | — | — | |
| EPD-PluginSolver Category=Learnable, NFE=92026.03 | 4.51 | — | — | — | |
| UniPCSolver Category=Handcrafted, NFE=72026.03 | 4.52 | — | — | — | |
| PTQ4DMBits (W/A)=8/82023.11 | 4.75 | 9.59 | — | — | |
| PTQ4DMBits (W/A)=4/322023.11 | 4.83 | 7.94 | — | — | |
| DyWeightSolver Category=Learnable, NFE=52026.03 | 4.97 | — | — | — | |
| EPD-SolverSolver Category=Learnable, NFE=92026.03 | 5.01 | — | — | — | |
| DPM-Solver++(3M)Solver Category=Handcrafted, NFE=72026.03 | 5.18 | — | — | — | |
| Consistency ModelNFE=2, Backbone=EDM2024.06 | 5.22 | — | 68 | 39 | |
| EPD-PluginSolver Category=Learnable, NFE=72026.03 | 5.24 | — | — | — | |
| DLMSSolver Category=Learnable, NFE=52026.03 | 5.44 | — | — | — | |
| AMED-SolverSolver Category=Learnable, NFE=92026.03 | 5.65 | — | — | — | |
| DxMINFE=4, Backbone=EDM2024.06 | 5.93 | — | 56.3 | 47.7 | |
| LD3Solver Category=Learnable, NFE=52026.03 | 5.93 | — | — | — | |
| PTQDBits (W/A)=4/82023.11 | 5.94 | 15.16 | — | — | |
| EPD-SolverSolver Category=Learnable, NFE=72026.03 | 5.97 | — | — | — | |
| Q-DiffusionBits (W/A)=4/82023.11 | 6.4 | 17.93 | — | — | |
| DDPMExtra Data=–, Training Time=–, MACs=24.9T, Speed=1×2026.03 | 6.62 | — | — | — | |
| Timestep-Aware Block MaskingExtra Data=✗, Training Time=0.6h, MACs=18.3T, Speed=1.34×2026.03 | 6.67 | — | — | — | |
| DeepCacheExtra Data=✗, Training Time=✗, MACs=19.1T, Speed=1.29×2026.03 | 6.69 | — | — | — | |
| DDPM*Extra Data=–, Training Time=–, MACs=24.9T, Speed=1×2026.03 | 6.75 | — | — | — | |
| AMED-SolverSolver Category=Learnable, NFE=72026.03 | 7.1 | — | — | — | |
| EPD-SolverSolver Category=Learnable, NFE=52026.03 | 7.52 | — | — | — | |
| AMED-PluginSolver Category=Learnable, NFE=92026.03 | 7.82 | — | — | — | |
| DDPMNFE=1000, Train-Time=~ 14 days2023.04 | 7.89 | — | — | — | |
| iPNDMSolver Category=Handcrafted, NFE=92026.03 | 7.89 | — | — | — | |
| EPD-PluginSolver Category=Learnable, NFE=52026.03 | 8.26 | — | — | — | |
| AMED-PluginSolver Category=Learnable, NFE=72026.03 | 8.63 | — | — | — | |
| DyWeightSolver Category=Learnable, NFE=32026.03 | 9.82 | — | — | — | |
| S4S-AltSolver Category=Learnable, NFE=72026.03 | 10.03 | — | — | — | |
| DDIMNFE=50, Train-Time=~ 14 days2023.04 | 10.58 | — | — | — | |
| iPNDMSolver Category=Handcrafted, NFE=72026.03 | 11.03 | — | — | — | |
| S4S-AltSolver Category=Learnable, NFE=52026.03 | 13.03 | — | — | — | |
| AMED-SolverSolver Category=Learnable, NFE=52026.03 | 13.2 | — | — | — | |
| EPD-SolverSolver Category=Learnable, NFE=32026.03 | 13.21 | — | — | — | |
| UniPCSolver Category=Handcrafted, NFE=52026.03 | 13.76 | — | — | — | |
| EPD-PluginSolver Category=Learnable, NFE=32026.03 | 14.12 | — | — | — | |
| LD3Solver Category=Learnable, NFE=32026.03 | 14.62 | — | — | — | |
| DPM-Solver++(3M)Solver Category=Handcrafted, NFE=52026.03 | 18.44 | — | — | — | |
| iPNDMSolver Category=Handcrafted, NFE=52026.03 | 18.46 | — | — | — | |
| Diff-PruningExtra Data=✓, Training Time=–, MACs=13.9T, Speed=1.48×2026.03 | 18.6 | — | — | — | |
| PTQ4DMBits (W/A)=4/82023.11 | 20.72 | 54.3 | — | — | |
| AMED-PluginSolver Category=Learnable, NFE=52026.03 | 25.68 | — | — | — | |
| S4S-AltSolver Category=Learnable, NFE=32026.03 | 37.65 | — | — | — | |
| iPNDMSolver Category=Handcrafted, NFE=32026.03 | 43.31 | — | — | — | |
| AMED-SolverSolver Category=Learnable, NFE=32026.03 | 58.21 | — | — | — | |
| AMED-PluginSolver Category=Learnable, NFE=32026.03 | 101.5 | — | — | — | |
| DPM-Solver++(3M)Solver Category=Handcrafted, NFE=32026.03 | 111.9 | — | — | — | |
| UniPCSolver Category=Handcrafted, NFE=32026.03 | 112.3 | — | — | — |