Class-conditional Image Generation on ImageNet 128x128
1.49FIDMoment Matching Alternating
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Moment Matching Alternating# param=400M, NFE=82024.06 | 1.49 | — | — | 184 | |
| Moment Matching Instant# param=400M, NFE=82024.06 | 1.54 | — | — | 183 | |
| Moment Matching Alternating# param=400M, NFE=42024.06 | 1.72 | — | — | 184 | |
| VDM++# param=2B, NFE=10242024.06 | 1.75 | — | — | 171 | |
| our base model# param=400M, NFE=10242024.06 | 1.76 | — | — | 194 | |
| MultiStep-CD# param=1.2B, NFE=82024.06 | 2.1 | — | — | 160 | |
| Diffusion ResNet101 Guidedclassifier=OFF-THE-SHELF, backbone=ResNet-101, steps=250, samples=50,0002023.10 | 2.19 | — | — | — | |
| MultiStep-CD# param=1.2B, NFE=42024.06 | 2.3 | — | — | — | |
| Diffusion ResNet50 Guidedclassifier=OFF-THE-SHELF, backbone=ResNet-50, steps=250, samples=50,0002023.10 | 2.36 | — | — | — | |
| Classifier-Free Diffusionclassifier=none, steps=250, samples=50,0002023.10 | 2.43 | — | — | — | |
| PD# param=400M, NFE=82024.06 | 2.5 | — | — | 162 | |
| Diffusion Finetune Guidedclassifier=FINE-TUNE, steps=250, samples=50,0002023.10 | 2.97 | — | — | — | |
| MultiStep-CD# param=1.2B, NFE=22024.06 | 3.1 | — | — | — | |
| Moment Matching Alternating# param=400M, NFE=22024.06 | 3.14 | — | — | 163 | |
| Moment Matching Alternating# param=400M, NFE=12024.06 | 3.3 | — | — | 170 | |
| ADM-EST'=100, λ(t)=uniform, classifier guidance scale=0.52023.08 | 3.37 | — | — | — | |
| Moment Matching Instant# param=400M, NFE=42024.06 | 3.48 | — | — | 232 | |
| ADMT'=100, classifier guidance scale=0.52023.08 | 3.55 | — | — | — | |
| PD# param=400M, NFE=42024.06 | 3.8 | — | — | — | |
| RBF-SolverGuidance Scale=2.0, Solver Order=2, NFE=252026.03 | 4.28 | — | — | — | |
| UniPC-B2(h)Guidance Scale=2.0, Solver Order=2, NFE=252026.03 | 4.29 | — | — | — | |
| DPM-Solver++Guidance Scale=2.0, Solver Order=2, NFE=252026.03 | 4.3 | — | — | — | |
| RBF-SolverGuidance Scale=2.0, Solver Order=3, NFE=252026.03 | 4.3 | — | — | — | |
| ADM-EST'=50, λ(t)=uniform, classifier guidance scale=0.52023.08 | 4.33 | — | — | — | |
| UniPC-B2(h)Guidance Scale=2.0, Solver Order=2, NFE=202026.03 | 4.48 | — | — | — | |
| RBF-SolverGuidance Scale=2.0, Solver Order=2, NFE=202026.03 | 4.49 | — | — | — | |
| DPM-Solver++Guidance Scale=2.0, Solver Order=2, NFE=202026.03 | 4.5 | — | — | — | |
| RBF-SolverGuidance Scale=2.0, Solver Order=3, NFE=202026.03 | 4.51 | — | — | — | |
| RBF-SolverGuidance Scale=2.0, Solver Order=3, NFE=152026.03 | 4.84 | — | — | — | |
| UniPC-B2(h)Guidance Scale=2.0, Solver Order=2, NFE=152026.03 | 4.85 | — | — | — | |
| RBF-SolverGuidance Scale=2.0, Solver Order=2, NFE=152026.03 | 4.85 | — | — | — | |
| DPM-Solver++Guidance Scale=2.0, Solver Order=2, NFE=152026.03 | 4.93 | — | — | — | |
| ADMT'=50, classifier guidance scale=0.52023.08 | 5.15 | — | — | — | |
| RBF-SolverGuidance Scale=2.0, Solver Order=3, NFE=122026.03 | 5.16 | — | — | — | |
| RBF-SolverGuidance Scale=2.0, Solver Order=2, NFE=122026.03 | 5.22 | — | — | — | |
| UniPC-B2(h)Guidance Scale=2.0, Solver Order=2, NFE=122026.03 | 5.23 | — | — | — | |
| DPM-Solver++Guidance Scale=2.0, Solver Order=2, NFE=122026.03 | 5.41 | — | — | — | |
| RBF-SolverGuidance Scale=2.0, Solver Order=3, NFE=102026.03 | 5.51 | — | — | — | |
| RBF-SolverGuidance Scale=2.0, Solver Order=2, NFE=102026.03 | 5.61 | — | — | — | |
| UniPC-B2(h)Guidance Scale=2.0, Solver Order=2, NFE=102026.03 | 5.69 | — | — | — | |
| Diffusion Baselineclassifier=none, steps=250, samples=50,0002023.10 | 5.91 | — | — | — | |
| RBF-SolverGuidance Scale=2.0, Solver Order=3, NFE=82026.03 | 5.98 | — | — | — | |
| DPM-Solver++Guidance Scale=2.0, Solver Order=2, NFE=102026.03 | 6.01 | — | — | — | |
| RBF-SolverGuidance Scale=2.0, Solver Order=2, NFE=82026.03 | 6.34 | — | — | — | |
| UniPC-B2(h)Guidance Scale=2.0, Solver Order=2, NFE=82026.03 | 6.5 | — | — | — | |
| DPM-Solver++Guidance Scale=4.0, Solver Order=2, NFE=252026.03 | 6.65 | — | — | — | |
| RBF-SolverGuidance Scale=4.0, Solver Order=3, NFE=252026.03 | 6.7 | — | — | — | |
| UniPC-B2(h)Guidance Scale=4.0, Solver Order=2, NFE=252026.03 | 6.72 | — | — | — | |
| RBF-SolverGuidance Scale=4.0, Solver Order=2, NFE=252026.03 | 6.72 | — | — | — | |
| DPM-Solver++Guidance Scale=4.0, Solver Order=2, NFE=202026.03 | 6.82 | — | — | — | |
| RBF-SolverGuidance Scale=4.0, Solver Order=3, NFE=202026.03 | 6.83 | — | — | — | |
| RBF-SolverGuidance Scale=4.0, Solver Order=2, NFE=202026.03 | 6.86 | — | — | — | |
| UniPC-B2(h)Guidance Scale=4.0, Solver Order=2, NFE=202026.03 | 6.89 | — | — | — | |
| RBF-SolverGuidance Scale=4.0, Solver Order=3, NFE=152026.03 | 6.96 | — | — | — | |
| MultiStep-CD# param=1.2B, NFE=12024.06 | 7 | — | — | — | |
| RBF-SolverGuidance Scale=4.0, Solver Order=3, NFE=122026.03 | 7.01 | — | — | — | |
| RBF-SolverGuidance Scale=4.0, Solver Order=2, NFE=152026.03 | 7.11 | — | — | — | |
| RBF-SolverGuidance Scale=4.0, Solver Order=3, NFE=102026.03 | 7.11 | — | — | — | |
| DPM-Solver++Guidance Scale=4.0, Solver Order=2, NFE=152026.03 | 7.12 | — | — | — | |
| UniPC-B2(h)Guidance Scale=4.0, Solver Order=2, NFE=152026.03 | 7.13 | — | — | — | |
| DPM-Solver++Guidance Scale=2.0, Solver Order=2, NFE=82026.03 | 7.16 | — | — | — | |
| RBF-SolverGuidance Scale=4.0, Solver Order=2, NFE=122026.03 | 7.2 | — | — | — | |
| UniPC-B2(h)Guidance Scale=4.0, Solver Order=2, NFE=122026.03 | 7.28 | — | — | — | |
| DPM-Solver++Guidance Scale=4.0, Solver Order=2, NFE=122026.03 | 7.4 | — | — | — | |
| RBF-SolverGuidance Scale=4.0, Solver Order=2, NFE=102026.03 | 7.4 | — | — | — | |
| RBF-SolverGuidance Scale=4.0, Solver Order=3, NFE=82026.03 | 7.42 | — | — | — | |
| UniPC-B2(h)Guidance Scale=4.0, Solver Order=2, NFE=102026.03 | 7.46 | — | — | — | |
| DPM-Solver++Guidance Scale=4.0, Solver Order=2, NFE=102026.03 | 7.67 | — | — | — | |
| RBF-SolverGuidance Scale=4.0, Solver Order=2, NFE=82026.03 | 7.71 | — | — | — | |
| UniPC-B2(h)Guidance Scale=4.0, Solver Order=2, NFE=82026.03 | 7.81 | — | — | — | |
| PD# param=400M, NFE=22024.06 | 8 | — | — | — | |
| RBF-SolverGuidance Scale=2.0, Solver Order=3, NFE=62026.03 | 8.15 | — | — | — | |
| RBF-SolverGuidance Scale=6.0, Solver Order=3, NFE=252026.03 | 8.18 | — | — | — | |
| RBF-SolverGuidance Scale=6.0, Solver Order=3, NFE=202026.03 | 8.21 | — | — | — | |
| DPM-Solver++Guidance Scale=6.0, Solver Order=2, NFE=252026.03 | 8.27 | — | — | — | |
| RBF-SolverGuidance Scale=6.0, Solver Order=3, NFE=152026.03 | 8.27 | — | — | — | |
| RBF-SolverGuidance Scale=6.0, Solver Order=2, NFE=252026.03 | 8.29 | — | — | — | |
| DPM-Solver++Guidance Scale=4.0, Solver Order=2, NFE=82026.03 | 8.31 | — | — | — | |
| RBF-SolverGuidance Scale=6.0, Solver Order=3, NFE=122026.03 | 8.33 | — | — | — | |
| RBF-SolverGuidance Scale=6.0, Solver Order=2, NFE=202026.03 | 8.36 | — | — | — | |
| UniPC-B2(h)Guidance Scale=6.0, Solver Order=2, NFE=252026.03 | 8.39 | — | — | — | |
| DPM-Solver++Guidance Scale=6.0, Solver Order=2, NFE=202026.03 | 8.48 | — | — | — | |
| RBF-SolverGuidance Scale=6.0, Solver Order=2, NFE=152026.03 | 8.48 | — | — | — | |
| UniPC-B2(h)Guidance Scale=6.0, Solver Order=2, NFE=152026.03 | 8.51 | — | — | — | |
| UniPC-B2(h)Guidance Scale=6.0, Solver Order=2, NFE=202026.03 | 8.51 | — | — | — | |
| RBF-SolverGuidance Scale=6.0, Solver Order=2, NFE=122026.03 | 8.58 | — | — | — | |
| UniPC-B2(h)Guidance Scale=6.0, Solver Order=2, NFE=122026.03 | 8.59 | — | — | — | |
| RBF-SolverGuidance Scale=6.0, Solver Order=3, NFE=102026.03 | 8.6 | — | — | — | |
| DPM-Solver++Guidance Scale=6.0, Solver Order=2, NFE=152026.03 | 8.63 | — | — | — | |
| RBF-SolverGuidance Scale=6.0, Solver Order=2, NFE=102026.03 | 8.68 | — | — | — | |
| DPM-Solver++Guidance Scale=6.0, Solver Order=2, NFE=122026.03 | 8.69 | — | — | — | |
| RBF-SolverGuidance Scale=2.0, Solver Order=2, NFE=62026.03 | 8.8 | — | — | — | |
| DPM-Solver++Guidance Scale=6.0, Solver Order=2, NFE=102026.03 | 9.09 | — | — | — | |
| UniPC-B2(h)Guidance Scale=6.0, Solver Order=2, NFE=102026.03 | 9.14 | — | — | — | |
| UniPC-B2(h)Guidance Scale=2.0, Solver Order=2, NFE=62026.03 | 9.19 | — | — | — | |
| RBF-SolverGuidance Scale=8.0, Solver Order=3, NFE=152026.03 | 9.2 | — | — | — | |
| RBF-SolverGuidance Scale=8.0, Solver Order=3, NFE=202026.03 | 9.22 | — | — | — | |
| RBF-SolverGuidance Scale=8.0, Solver Order=3, NFE=252026.03 | 9.29 | — | — | — | |
| RBF-SolverGuidance Scale=6.0, Solver Order=2, NFE=82026.03 | 9.36 | — | — | — | |
| RBF-SolverGuidance Scale=8.0, Solver Order=2, NFE=202026.03 | 9.37 | — | — | — |