Image Generation on Cifar10 (FID Step Convergence)
7.03FID (10 steps)F-PNDM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| F-PNDMVariance Schedule=linear, Average time per step (s)=0.3912022.02 | 7.03 | 5 | 3.95 | 3.72 | 3.6 | 3.7 | |
| F-PNDMVariance Schedule=cosine, Average time per step (s)=0.5952022.02 | 7.05 | 4.61 | 3.68 | 3.53 | 3.49 | 3.26 | |
| S-PNDMVariance Schedule=cosine, Average time per step (s)=0.5172022.02 | 8.64 | 5.77 | 4.46 | 3.94 | 3.71 | 3.38 | |
| S-PNDMVariance Schedule=linear, Average time per step (s)=0.3442022.02 | 11.6 | 7.56 | 5.18 | 4.34 | 3.91 | 3.8 | |
| FONVariance Schedule=linear, Average time per step (s)=0.392022.02 | 13.1 | 7.41 | 5.26 | 4.65 | 4.12 | 3.71 | |
| DDIMVariance Schedule=null2022.02 | 13.4 | 6.84 | 4.67 | 4.16 | — | 4.04 | |
| PFVariance Schedule=null2022.02 | 13.8 | — | 3.89 | 3.69 | 3.71 | 3.72 | |
| DDIMVariance Schedule=cosine, Average time per step (s)=0.5052022.02 | 14.5 | 8.79 | 5.86 | 4.92 | 4.3 | 3.69 | |
| DDIM*Variance Schedule=linear, Average time per step (s)=0.3372022.02 | 18.5 | 10.9 | 6.99 | 5.52 | 4.52 | 4 |