Image Generation on FFHQ 64x64 (train test)
1.04FIDSiD2A
Evaluation results
| Method | Links | |
|---|---|---|
| SiD2AFamily=Distillation, NFE=1, alpha=12024.10 | 1.04 | |
| SiD2A, α = 1.0Family=Distillation, NFE=1, Batch Size=512, Iterations=332K, Iterated k-images=170000, Device=H100 * 82026.04 | 1.04 | |
| SiD2A+EL, α = 1.0Family=Distillation, NFE=1, Batch Size=64, Iterations=53K, Iterated k-images=26000, Device=4090-24G * 22026.04 | 1.06 | |
| SiD2AFamily=Distillation, NFE=1, alpha=1.22024.10 | 1.109 | |
| SiD2A, α = 1.2Family=Distillation, NFE=1, Batch Size=512, Iterations=156K, Iterated k-images=80000, Device=H100 * 82026.04 | 1.109 | |
| SiDAFamily=Distillation, NFE=1, alpha=12024.10 | 1.134 | |
| SiDA, α = 1.0Family=Distillation, NFE=1, Batch Size=512, Iterations=391K, Iterated k-images=200000, Device=H100 * 82026.04 | 1.134 | |
| SiDFamily=Distillation, NFE=1, alpha=1.22024.10 | 1.55 | |
| SiD, α = 1.2Family=Distillation, NFE=1, Batch Size=512, Iterations=977K, Iterated k-images=500000, Device=A100 * 162026.04 | 1.55 | |
| SiDFamily=Distillation, NFE=1, alpha=12024.10 | 1.71 | |
| VP-EDMFamily=Teacher, NFE=792024.10 | 2.39 | |
| VP-EDMFamily=Teacher, NFE=79, Batch Size=256, Iterations=781K, Iterated k-images=200000, Device=V100 * 82026.04 | 2.39 | |
| VP-EDMFamily=Diffusion, NFE=502024.10 | 2.6 | |
| VP-EDMFamily=Diffusion, NFE=50, Batch Size=256, Iterations=781K, Iterated k-images=200000, Device=V100 * 82026.04 | 2.6 | |
| Patch-DiffusionFamily=Diffusion, NFE=502024.10 | 3.11 | |
| Patch-DiffusionFamily=Diffusion, NFE=50, Batch Size=512, Device=V100 * 162026.04 | 3.11 | |
| BOOTFamily=Distillation, NFE=12024.10 | 9 | |
| BOOTFamily=Distillation, NFE=1, Batch Size=128, Iterations=500K, Iterated k-images=64000, Device=A100 * 82026.04 | 9 |