Text-to-image synthesis on COCO (HPS, Aesthetic, FID)
0.2513HPSD2PO
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| D2POSteps=7, ODE Solver=iPNDM, Base Model=Stable Diffusion v1.52026.07 | 0.2513 | 5.3257 | 12.71 | |
| D2POSteps=7, ODE Solver=DPM-Solver++, Base Model=Stable Diffusion v1.52026.07 | 0.2502 | 5.3458 | 13.52 | |
| D2POSteps=7, ODE Solver=UniPC, Base Model=Stable Diffusion v1.52026.07 | 0.2499 | 5.3472 | 13.61 | |
| D2POSteps=6, ODE Solver=iPNDM, Base Model=Stable Diffusion v1.52026.07 | 0.2482 | 5.3309 | 13.54 | |
| DMNSteps=7, ODE Solver=UniPC, Base Model=Stable Diffusion v1.52026.07 | 0.2474 | 5.3011 | 12.12 | |
| D2POSteps=6, ODE Solver=DPM-Solver++, Base Model=Stable Diffusion v1.52026.07 | 0.2458 | 5.3237 | 14 | |
| LD3Steps=7, ODE Solver=DPM-Solver++, Base Model=Stable Diffusion v1.52026.07 | 0.2455 | 5.2795 | 12.09 | |
| D2POSteps=6, ODE Solver=UniPC, Base Model=Stable Diffusion v1.52026.07 | 0.2441 | 5.3192 | 14.38 | |
| LD3Steps=7, ODE Solver=iPNDM, Base Model=Stable Diffusion v1.52026.07 | 0.2434 | 5.2763 | 12.41 | |
| DMNSteps=7, ODE Solver=iPNDM, Base Model=Stable Diffusion v1.52026.07 | 0.2428 | 5.2778 | 11.89 | |
| LD3Steps=7, ODE Solver=UniPC, Base Model=Stable Diffusion v1.52026.07 | 0.2421 | 5.266 | 12.77 | |
| GITSSteps=6, ODE Solver=UniPC, Base Model=Stable Diffusion v1.52026.07 | 0.2404 | 5.2461 | 12.38 | |
| LD3Steps=6, ODE Solver=UniPC, Base Model=Stable Diffusion v1.52026.07 | 0.2402 | 5.2689 | 12.9 | |
| DMNSteps=7, ODE Solver=DPM-Solver++, Base Model=Stable Diffusion v1.52026.07 | 0.2399 | 5.2734 | 13.02 | |
| GITSSteps=6, ODE Solver=DPM-Solver++, Base Model=Stable Diffusion v1.52026.07 | 0.2397 | 5.261 | 12.41 | |
| GITSSteps=7, ODE Solver=iPNDM, Base Model=Stable Diffusion v1.52026.07 | 0.2394 | 5.2368 | 12.16 | |
| LD3Steps=6, ODE Solver=DPM-Solver++, Base Model=Stable Diffusion v1.52026.07 | 0.2386 | 5.2445 | 12.62 | |
| D2POSteps=5, ODE Solver=iPNDM, Base Model=Stable Diffusion v1.52026.07 | 0.2385 | 5.2701 | 13.38 | |
| GITSSteps=6, ODE Solver=iPNDM, Base Model=Stable Diffusion v1.52026.07 | 0.2382 | 5.2407 | 12.33 | |
| GITSSteps=7, ODE Solver=UniPC, Base Model=Stable Diffusion v1.52026.07 | 0.2379 | 5.2065 | 12.91 | |
| LD3Steps=6, ODE Solver=iPNDM, Base Model=Stable Diffusion v1.52026.07 | 0.2375 | 5.2565 | 13.1 | |
| D2POSteps=5, ODE Solver=DPM-Solver++, Base Model=Stable Diffusion v1.52026.07 | 0.2374 | 5.274 | 14.16 | |
| D2POSteps=5, ODE Solver=UniPC, Base Model=Stable Diffusion v1.52026.07 | 0.2369 | 5.2776 | 14.47 | |
| LD3Steps=5, ODE Solver=UniPC, Base Model=Stable Diffusion v1.52026.07 | 0.2355 | 5.2591 | 13.89 | |
| GITSSteps=7, ODE Solver=DPM-Solver++, Base Model=Stable Diffusion v1.52026.07 | 0.2355 | 5.2174 | 13.16 | |
| LD3Steps=5, ODE Solver=iPNDM, Base Model=Stable Diffusion v1.52026.07 | 0.2346 | 5.2463 | 13.59 | |
| LD3Steps=5, ODE Solver=DPM-Solver++, Base Model=Stable Diffusion v1.52026.07 | 0.2344 | 5.2378 | 13.27 | |
| D2POSteps=62026.07 | 0.2342 | 5.1855 | 12.7 | |
| DMNSteps=6, ODE Solver=UniPC, Base Model=Stable Diffusion v1.52026.07 | 0.2322 | 5.2371 | 13.74 | |
| UniformSteps=62026.07 | 0.2317 | 5.1847 | 13.68 | |
| LD3Steps=62026.07 | 0.2299 | 5.174 | 15.6 | |
| DMNSteps=6, ODE Solver=iPNDM, Base Model=Stable Diffusion v1.52026.07 | 0.2283 | 5.2107 | 13.66 | |
| GITSSteps=5, ODE Solver=iPNDM, Base Model=Stable Diffusion v1.52026.07 | 0.2274 | 5.1926 | 14.07 | |
| GITSSteps=5, ODE Solver=UniPC, Base Model=Stable Diffusion v1.52026.07 | 0.2268 | 5.1928 | 15.46 | |
| DMNSteps=6, ODE Solver=DPM-Solver++, Base Model=Stable Diffusion v1.52026.07 | 0.2267 | 5.2188 | 14.51 | |
| GITSSteps=5, ODE Solver=DPM-Solver++, Base Model=Stable Diffusion v1.52026.07 | 0.226 | 5.2058 | 15.29 | |
| D2POSteps=4, ODE Solver=iPNDM, Base Model=Stable Diffusion v1.52026.07 | 0.2237 | 5.2024 | 15.69 | |
| D2POSteps=4, ODE Solver=DPM-Solver++, Base Model=Stable Diffusion v1.52026.07 | 0.2216 | 5.1854 | 16.84 | |
| D2POSteps=42026.07 | 0.2197 | 5.1415 | 15.5 | |
| LD3Steps=4, ODE Solver=iPNDM, Base Model=Stable Diffusion v1.52026.07 | 0.2191 | 5.1756 | 17.6 | |
| LD3Steps=4, ODE Solver=DPM-Solver++, Base Model=Stable Diffusion v1.52026.07 | 0.2191 | 5.1736 | 17.46 | |
| UniformSteps=42026.07 | 0.2189 | 5.1222 | 16.85 | |
| D2POSteps=4, ODE Solver=UniPC, Base Model=Stable Diffusion v1.52026.07 | 0.2185 | 5.1761 | 16.97 | |
| LD3Steps=4, ODE Solver=UniPC, Base Model=Stable Diffusion v1.52026.07 | 0.218 | 5.1755 | 18.34 | |
| DMNSteps=5, ODE Solver=UniPC, Base Model=Stable Diffusion v1.52026.07 | 0.2175 | 5.1732 | 16.99 | |
| DMNSteps=5, ODE Solver=iPNDM, Base Model=Stable Diffusion v1.52026.07 | 0.2146 | 5.1514 | 17.35 | |
| GITSSteps=4, ODE Solver=iPNDM, Base Model=Stable Diffusion v1.52026.07 | 0.2128 | 5.1413 | 18.12 | |
| GITSSteps=4, ODE Solver=UniPC, Base Model=Stable Diffusion v1.52026.07 | 0.2109 | 5.1592 | 20.14 | |
| DMNSteps=5, ODE Solver=DPM-Solver++, Base Model=Stable Diffusion v1.52026.07 | 0.2108 | 5.1549 | 19.17 | |
| GITSSteps=4, ODE Solver=DPM-Solver++, Base Model=Stable Diffusion v1.52026.07 | 0.2096 | 5.1519 | 19.86 | |
| LD3Steps=42026.07 | 0.2086 | 5.0712 | 23.21 | |
| DMNSteps=4, ODE Solver=iPNDM, Base Model=Stable Diffusion v1.52026.07 | 0.203 | 5.0936 | 21.39 | |
| DMNSteps=4, ODE Solver=UniPC, Base Model=Stable Diffusion v1.52026.07 | 0.203 | 5.1084 | 22.03 | |
| DMNSteps=4, ODE Solver=DPM-Solver++, Base Model=Stable Diffusion v1.52026.07 | 0.1979 | 5.0978 | 24.33 | |
| D2POSteps=22026.07 | 0.1872 | 5.0924 | 40.68 | |
| UniformSteps=22026.07 | 0.1865 | 5.006 | 44.27 | |
| LD3Steps=22026.07 | 0.1708 | 4.627 | 63.55 |