Contextual Image Generation on UNIVL-ImgGen single and multiple masks
10.49FIDUNIVL + T5
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| UNIVL + T5text encoder=true, seeds=52026.05 | 10.49 | 0.752 | 19.44 | 73.13 | 0.295 | 0.904 | 0.294 | 0.793 | |
| UNIVLtext encoder=false, seeds=52026.05 | 11.13 | 0.754 | 19.61 | 73.36 | 0.262 | 0.886 | 0.279 | 0.768 | |
| FLUX.1 Filltext encoder=true, seeds=52026.05 | 12.67 | 0.734 | 17.23 | 68.31 | 0.28 | 0.892 | 0.277 | 0.767 | |
| OminiControltext encoder=true, seeds=52026.05 | 13.5 | 0.718 | 16.13 | 72.81 | 0.27 | 0.871 | 0.298 | 0.77 | |
| ControlNet-FLUXtext encoder=true, seeds=52026.05 | 13.77 | 0.731 | 18.02 | 70.89 | 0.273 | 0.863 | 0.252 | 0.691 | |
| ControlNet-FLUXtext encoder=false, seeds=52026.05 | 13.98 | 0.734 | 18.22 | 70.5 | 0.25 | 0.856 | 0.249 | 0.689 | |
| BrushNettext encoder=true, seeds=52026.05 | 18.33 | 0.611 | 17.38 | 73.21 | 0.272 | 0.836 | 0.247 | 0.757 | |
| OminiControltext encoder=false, seeds=52026.05 | 20.5 | 0.719 | 16.45 | 72.05 | 0.249 | 0.849 | 0.271 | 0.742 | |
| ControlNettext encoder=true, seeds=52026.05 | 23.93 | 0.684 | 15.3 | 69.82 | 0.264 | 0.859 | 0.282 | 0.763 | |
| PowerPainttext encoder=true, seeds=52026.05 | 29.4 | 0.519 | 14.17 | 63.6 | 0.266 | 0.766 | 0.256 | 0.699 |