Subject-driven personalization on DreamBench
35.3CLIP-TOmnigen
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| OmnigenParams.=3.8 B2025.03 | 35.3 | 47.8 | 73.9 | 68.6 | 30.8 | 48.3 | 46.7 | |
| LoRA w/ Ours*Params.=92.9 M, tuned per-subject/style loss weights=true2025.03 | 35.2 | 47.7 | 77.1 | 72.4 | — | — | — | |
| LoRA w/ OursParams.=92.9 M2025.03 | 35.1 | 47.8 | 76.8 | 71.9 | — | — | — | |
| LoRA (SDXL)Params.=92.9 M2025.03 | 34.5 | 47 | 76.3 | 72.1 | 17.6 | 70.5 | 70 | |
| ClassDiffusionParams.=18.3M2025.03 | 34.3 | 45.8 | 61.3 | 55 | 7.5 | 75.8 | 80 | |
| CustomDiffusion (CD)Params.=18.3 M2025.03 | 34.2 | 45.4 | 62.7 | 56.9 | 8.1 | 88.1 | 76.7 | |
| CD w/ Ours*Params.=18.3 M, tuned per-subject/style loss weights=true2025.03 | 34.1 | 46.6 | 71.4 | 65.6 | — | — | — | |
| CD w/ OursParams.=18.3 M2025.03 | 33.9 | 46.4 | 71.1 | 65.2 | — | — | — | |
| SVDiffParams.=0.2 M2025.03 | 32.7 | 43.7 | 72.6 | 66.6 | 1.7 | 85 | 83.3 | |
| Facechain-SuDeParams.=819.7 M2025.03 | 31.4 | 41.6 | 74.3 | 70.5 | 14.2 | 69.2 | 70 | |
| DB w/ Ours*Params.=819.7 M, tuned per-subject/style loss weights=true2025.03 | 31.3 | 42.1 | 78.6 | 74.4 | — | — | — | |
| DB w/ OursParams.=819.7 M2025.03 | 31.1 | 42.1 | 77.8 | 73.5 | — | — | — | |
| DreamBooth (DB)Params.=819.7 M2025.03 | 30.3 | 40.3 | 74 | 69.3 | 18.1 | 75.7 | 73.3 | |
| CoRe-SD1.5Params.=819.7M2025.03 | 29.4 | 40.3 | 78.3 | 72.3 | 19.2 | 61.7 | 60 | |
| VE w/ Ours*Params.=3.0 M, tuned per-subject/style loss weights=true2025.03 | 26.3 | 36.1 | 80.4 | 76.7 | — | — | — | |
| VisualEncoder (VE)Params.=3.0 M2025.03 | 25.9 | 36.1 | 79.1 | 75.5 | 21.1 | 67.6 | 56.7 | |
| VE w/ OursParams.=3.0 M2025.03 | 25.9 | 35.8 | 80 | 76 | — | — | — |