Image Personalization on User Study Personalization Tasks
95.3Concept Preservation (CP)FLUX.1 Kontext Dev
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FLUX.1 Kontext DevBase Model=FLUX.12025.12 | 95.3 | 85.7 | 86.1 | |
| Qwen-Image-Edit2025.12 | 89.6 | 94.4 | 90.4 | |
| UNO2025.12 | 84.4 | 74.8 | 81.6 | |
| XVerse2025.12 | 82.5 | 78.6 | 82.8 | |
| OmniGen22025.12 | 82.2 | 83.2 | 83 | |
| IP-Adapter-Plus2025.12 | 74.5 | 44.2 | 29.7 | |
| Diptych Prompting2025.12 | 74.2 | 72.6 | 56.8 | |
| FLUX.1 IP-AdapterBase Model=FLUX.12025.12 | 72.8 | 49.6 | 33.6 | |
| OminiControl2025.12 | 72.1 | 86.1 | 59.8 | |
| BAGEL2025.12 | 71.8 | 80.2 | 62.2 | |
| DreamBooth LoRAFine-tuning method=LoRA2025.12 | 70.9 | 78.2 | 66 | |
| MS-Diffusion2025.12 | 64.7 | 48.7 | 36.8 | |
| Self-Distillation2025.12 | 64.4 | 73.7 | 52.1 | |
| MIP-Adapter2025.12 | 58.5 | 45 | 32.4 | |
| DisEnvisioner2025.12 | 51.7 | 43.7 | 22.7 | |
| DreamBooth2025.12 | 28.8 | 28.6 | 17.1 | |
| Textual Inversion2025.12 | 14.2 | 19.8 | 10 |