Customized Text-to-Image Generation on DreamBench (test)
0.774DINO ScoreReal Images
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Real Images2023.12 | 0.774 | 0.885 | — | |
| SuTITuning-free=true2023.12 | 0.741 | 0.819 | 0.304 | |
| CAFETuning-free=true2023.12 | 0.715 | 0.827 | 0.294 | |
| Subject-DiffusionTuning-free=true2023.12 | 0.711 | 0.787 | 0.293 | |
| Kosmos-GTuning-free=true2023.12 | 0.694 | 0.847 | 0.287 | |
| BLIP-DiffusionTuning-free=false2023.12 | 0.67 | 0.805 | 0.302 | |
| DreamBoothTuning-free=false2023.12 | 0.668 | 0.803 | 0.305 | |
| CustomDiffusionTuning-free=false2023.12 | 0.643 | 0.79 | 0.305 | |
| OPADModel=SD Turbo, Train NFE=1, Infer NFE=12025.10 | 0.637 | 0.783 | 0.252 | |
| ELITETuning-free=true2023.12 | 0.621 | 0.771 | 0.293 | |
| Re-ImagenTuning-free=true2023.12 | 0.6 | 0.74 | 0.27 | |
| BLIP-DiffusionTuning-free=true2023.12 | 0.594 | 0.779 | 0.3 | |
| Textual InversionTuning-free=false2023.12 | 0.569 | 0.78 | 0.255 | |
| Custom DiffusionModel=SD 2.1, Train NFE=1000, Infer NFE=252025.10 | 0.519 | 0.752 | 0.269 | |
| IP-AdapterModel=SDXL+TCD, Train NFE=1, Infer NFE=12025.10 | 0.325 | 0.628 | 0.204 | |
| DisenBoothModel=SD Turbo, Train NFE=1, Infer NFE=12025.10 | 0.231 | 0.564 | 0.251 | |
| Cones 2Model=SD Turbo, Train NFE=1, Infer NFE=12025.10 | 0.204 | 0.619 | 0.273 | |
| TextBoostModel=SD Turbo, Train NFE=1, Infer NFE=12025.10 | 0.167 | 0.57 | 0.217 | |
| Textual InversionModel=SD Turbo, Train NFE=1, Infer NFE=12025.10 | 0.166 | 0.564 | 0.252 | |
| DreamBoothModel=SD Turbo, Train NFE=1, Infer NFE=12025.10 | 0.111 | 0.536 | 0.188 | |
| Custom DiffusionModel=SD Turbo, Train NFE=1, Infer NFE=12025.10 | 0.058 | 0.518 | 0.205 |