Text-to-Image Generation on MS-COCO 5k samples Stable Diffusion v1.5 (test)
31.78CLIP ScoreDDIM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DDIMSteps=102025.02 | 31.78 | — | — | 0.033 | 21.06 | |
| DDIMSteps=202025.02 | 31.76 | — | — | 0.136 | 21.29 | |
| Rex (RK4)Steps=102025.02 | 31.69 | — | — | 0.156 | 21.35 | |
| Rex (Euler-Maruyama)Steps=102025.02 | 31.68 | — | — | 0.222 | 21.5 | |
| Rex (Midpoint)Steps=202025.02 | 31.64 | — | — | 0.179 | 21.38 | |
| Rex (Midpoint)Steps=102025.02 | 31.62 | — | — | 0.119 | 21.28 | |
| Rex (Midpoint)Steps=502025.02 | 31.6 | — | — | 0.198 | 21.41 | |
| Rex (RK4)Steps=202025.02 | 31.6 | — | — | 0.187 | 21.4 | |
| BDIAgamma=0.5, Steps=102025.02 | 31.57 | — | — | -0.006 | 20.98 | |
| Rex (RK4)Steps=502025.02 | 31.57 | — | — | 0.195 | 21.41 | |
| Rex (Euler-Maruyama)Steps=202025.02 | 31.56 | — | — | 0.239 | 21.66 | |
| Rex (ShARK)Steps=202025.02 | 31.56 | — | — | 0.249 | 21.66 | |
| Rex (ShARK)Steps=102025.02 | 31.55 | — | — | 0.239 | 21.51 | |
| BDIAgamma=0.96, Steps=502025.02 | 31.54 | — | — | 0.087 | 21.19 | |
| BDIAgamma=0.96, Steps=202025.02 | 31.52 | — | — | 0.067 | 21.01 | |
| O-BELMSteps=502025.02 | 31.51 | — | — | 0.16 | 21.16 | |
| BDIAgamma=0.5, Steps=202025.02 | 31.48 | — | — | 0.055 | 21.16 | |
| BDIAgamma=0.5, Steps=502025.02 | 31.48 | — | — | 0.066 | 21.21 | |
| O-BELMSteps=102025.02 | 31.47 | — | — | 0.051 | 20.88 | |
| O-BELMSteps=202025.02 | 31.43 | — | — | 0.105 | 21 | |
| Rex (ShARK)Steps=502025.02 | 31.39 | — | — | 0.263 | 21.72 | |
| Rex (Euler-Maruyama)Steps=502025.02 | 31.33 | — | — | 0.264 | 21.7 | |
| DDIMSteps=502025.02 | 31.24 | — | — | 0.247 | 21.04 | |
| EDICTSteps=502025.02 | 31.17 | — | — | -0.055 | 21.05 | |
| BDIAgamma=0.96, Steps=102025.02 | 31.11 | — | — | -0.111 | 20.52 | |
| EDICTSteps=202025.02 | 31.04 | — | — | -0.134 | 20.84 | |
| EDICTSteps=102025.02 | 27.97 | — | — | -1.219 | 19.52 | |
| RestartSteps=47, Classifier-free guidance weight (w)=8, Resolution=512 x 5122023.06 | 0.3228 | 18.4 | 5.41 | — | — | |
| DDPMSteps=100, Classifier-free guidance weight (w)=8, Resolution=512 x 5122023.06 | 0.3223 | 22.58 | 5.39 | — | — | |
| DDPMSteps=200, Classifier-free guidance weight (w)=8, Resolution=512 x 5122023.06 | 0.3212 | 21.67 | 5.38 | — | — | |
| DDIMSteps=50, Classifier-free guidance weight (w)=8, Resolution=512 x 5122023.06 | 0.3206 | 19.83 | 5.37 | — | — | |
| DDIMSteps=100, Classifier-free guidance weight (w)=8, Resolution=512 x 5122023.06 | 0.32 | 19.82 | 5.37 | — | — | |
| HeunSteps=51, Classifier-free guidance weight (w)=8, Resolution=512 x 5122023.06 | 0.3186 | 18.44 | 5.35 | — | — | |
| HeunSteps=101, Classifier-free guidance weight (w)=8, Resolution=512 x 5122023.06 | 0.3185 | 18.72 | 5.36 | — | — |