Image Generation on Cifar10
3.26FIDF-PNDM
Evaluation results
| Method | Links | |
|---|---|---|
| F-PNDMsteps=1000, variance schedule=cosine2022.02 | 3.26 | |
| S-PNDMsteps=1000, variance schedule=cosine2022.02 | 3.38 | |
| F-PNDMsteps=500, variance schedule=cosine2022.02 | 3.44 | |
| F-PNDMsteps=125, variance schedule=cosine2022.02 | 3.46 | |
| F-PNDMsteps=200, variance schedule=cosine2022.02 | 3.47 | |
| F-PNDMsteps=250, variance schedule=cosine2022.02 | 3.49 | |
| F-PNDMsteps=100, variance schedule=cosine2022.02 | 3.53 | |
| F-PNDMsteps=200, variance schedule=linear2022.02 | 3.6 | |
| F-PNDMsteps=250, variance schedule=linear2022.02 | 3.6 | |
| S-PNDMsteps=500, variance schedule=cosine2022.02 | 3.6 | |
| F-PNDMsteps=125, variance schedule=linear2022.02 | 3.64 | |
| F-PNDMsteps=500, variance schedule=linear2022.02 | 3.64 | |
| F-PNDMsteps=50, variance schedule=cosine2022.02 | 3.68 | |
| DDIM*steps=1000, variance schedule=cosine2022.02 | 3.69 | |
| S-PNDMsteps=200, variance schedule=cosine2022.02 | 3.69 | |
| F-PNDMsteps=1000, variance schedule=linear2022.02 | 3.7 | |
| FONsteps=1000, variance schedule=linear2022.02 | 3.71 | |
| S-PNDMsteps=250, variance schedule=cosine2022.02 | 3.71 | |
| F-PNDMsteps=100, variance schedule=linear2022.02 | 3.72 | |
| S-PNDMsteps=1000, variance schedule=linear2022.02 | 3.8 | |
| S-PNDMsteps=500, variance schedule=linear2022.02 | 3.81 | |
| FONsteps=500, variance schedule=linear2022.02 | 3.84 | |
| S-PNDMsteps=125, variance schedule=cosine2022.02 | 3.85 | |
| F-PNDMsteps=40, variance schedule=cosine2022.02 | 3.85 | |
| S-PNDMsteps=250, variance schedule=linear2022.02 | 3.91 | |
| S-PNDMsteps=100, variance schedule=cosine2022.02 | 3.94 | |
| F-PNDMsteps=50, variance schedule=linear2022.02 | 3.95 | |
| S-PNDMsteps=200, variance schedule=linear2022.02 | 3.97 | |
| DDIM*steps=500, variance schedule=cosine2022.02 | 3.98 | |
| DDIM*steps=1000, variance schedule=linear2022.02 | 4 | |
| DDIMsteps=1000, variance schedule=linear2022.02 | 4.04 | |
| F-PNDMsteps=40, variance schedule=linear2022.02 | 4.1 | |
| FONsteps=250, variance schedule=linear2022.02 | 4.12 | |
| DDIMsteps=125, variance schedule=linear2022.02 | 4.16 | |
| DDIM*steps=500, variance schedule=linear2022.02 | 4.17 | |
| S-PNDMsteps=125, variance schedule=linear2022.02 | 4.18 | |
| FONsteps=200, variance schedule=linear2022.02 | 4.23 | |
| DDIM*steps=250, variance schedule=cosine2022.02 | 4.3 | |
| F-PNDMsteps=25, variance schedule=cosine2022.02 | 4.32 | |
| S-PNDMsteps=100, variance schedule=linear2022.02 | 4.34 | |
| DDIM*steps=200, variance schedule=cosine2022.02 | 4.42 | |
| S-PNDMsteps=50, variance schedule=cosine2022.02 | 4.46 | |
| DDIM*steps=250, variance schedule=linear2022.02 | 4.52 | |
| FONsteps=125, variance schedule=linear2022.02 | 4.54 | |
| F-PNDMsteps=20, variance schedule=cosine2022.02 | 4.61 | |
| FONsteps=100, variance schedule=linear2022.02 | 4.65 | |
| DDIMsteps=100, variance schedule=linear2022.02 | 4.67 | |
| DDIM*steps=200, variance schedule=linear2022.02 | 4.69 | |
| DDIM*steps=125, variance schedule=cosine2022.02 | 4.75 | |
| F-PNDMsteps=25, variance schedule=linear2022.02 | 4.76 | |
| S-PNDMsteps=40, variance schedule=cosine2022.02 | 4.76 | |
| DDIM*steps=100, variance schedule=cosine2022.02 | 4.92 | |
| F-PNDMsteps=20, variance schedule=linear2022.02 | 5 | |
| S-PNDMsteps=50, variance schedule=linear2022.02 | 5.18 | |
| DDIM*steps=125, variance schedule=linear2022.02 | 5.19 | |
| FONsteps=50, variance schedule=linear2022.02 | 5.26 | |
| S-PNDMsteps=25, variance schedule=cosine2022.02 | 5.45 | |
| FONsteps=40, variance schedule=linear2022.02 | 5.5 | |
| DDIM*steps=100, variance schedule=linear2022.02 | 5.52 | |
| S-PNDMsteps=40, variance schedule=linear2022.02 | 5.57 | |
| S-PNDMsteps=20, variance schedule=cosine2022.02 | 5.77 | |
| DDIM*steps=50, variance schedule=cosine2022.02 | 5.86 | |
| FONsteps=25, variance schedule=linear2022.02 | 6.41 | |
| DDIM*steps=40, variance schedule=cosine2022.02 | 6.41 | |
| S-PNDMsteps=25, variance schedule=linear2022.02 | 6.79 | |
| DDIMsteps=40, variance schedule=linear2022.02 | 6.84 | |
| DDIM*steps=50, variance schedule=linear2022.02 | 6.99 | |
| F-PNDMsteps=10, variance schedule=linear2022.02 | 7.03 | |
| F-PNDMsteps=10, variance schedule=cosine2022.02 | 7.05 | |
| FONsteps=20, variance schedule=linear2022.02 | 7.41 | |
| S-PNDMsteps=20, variance schedule=linear2022.02 | 7.56 | |
| DDIM*steps=40, variance schedule=linear2022.02 | 7.65 | |
| DDIM*steps=25, variance schedule=cosine2022.02 | 7.83 | |
| S-PNDMsteps=10, variance schedule=cosine2022.02 | 8.64 | |
| DDIM*steps=20, variance schedule=cosine2022.02 | 8.79 | |
| DDIM*steps=25, variance schedule=linear2022.02 | 9.61 | |
| DDIM*steps=20, variance schedule=linear2022.02 | 10.9 | |
| S-PNDMsteps=10, variance schedule=linear2022.02 | 11.6 | |
| FONsteps=10, variance schedule=linear2022.02 | 13.1 | |
| DDIMsteps=10, variance schedule=linear2022.02 | 13.4 | |
| F-PNDMsteps=5, variance schedule=linear2022.02 | 13.9 | |
| DDIM*steps=10, variance schedule=cosine2022.02 | 14.5 | |
| F-PNDMsteps=5, variance schedule=cosine2022.02 | 18.2 | |
| S-PNDMsteps=5, variance schedule=cosine2022.02 | 18.3 | |
| DDIM*steps=10, variance schedule=linear2022.02 | 18.5 | |
| S-PNDMsteps=5, variance schedule=linear2022.02 | 22.8 | |
| DDIM*steps=5, variance schedule=cosine2022.02 | 28.7 | |
| DDIM*steps=5, variance schedule=linear2022.02 | 44.5 | |
| FONsteps=5, variance schedule=linear2022.02 | 98 |