Subject-driven image generation on DreamBooth Dataset 1.0 (test)
0.774DINO ScoreReal Images
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Real Images2022.08 | 0.774 | 0.885 | — | |
| Real ImagesOracle=true2023.05 | 0.774 | 0.885 | — | |
| DreamBoothBase Model=Imagen2022.08 | 0.696 | 0.812 | 0.306 | |
| BLIP-Diffusionprotocol=Fine-tuning, average fine-tuning steps=<802023.05 | 0.67 | 0.805 | 0.302 | |
| DreamBoothBase Model=Stable Diffusion2022.08 | 0.668 | 0.803 | 0.305 | |
| DreamBoothfine-tuning steps=8002023.05 | 0.668 | 0.803 | 0.305 | |
| ICEdit + OPROBase model=ICEdit, Adaptation module=OPRO, Layout protocol=three-panel layout2026.03 | 0.6192 | 0.7724 | — | |
| DreamBooth2023.05 | 0.6011 | 0.7778 | 0.2581 | |
| Re-Imagen2023.05 | 0.6 | 0.74 | 0.27 | |
| BLIP-Diffusionprotocol=Zero-shot2023.05 | 0.594 | 0.779 | 0.3 | |
| ICEdit (LoRA-only)Base model=ICEdit, Adaptation module=LoRA-only, Layout protocol=three-panel layout2026.03 | 0.5828 | 0.7376 | — | |
| Textual InversionBase Model=Stable Diffusion2022.08 | 0.569 | 0.78 | 0.255 | |
| Textual Inversionfine-tuning steps=30002023.05 | 0.569 | 0.78 | 0.255 | |
| SD-IPC-CT2023.05 | 0.5025 | 0.7459 | 0.2814 | |
| DreamBoothfine-tuning steps=3002023.05 | 0.5 | 0.733 | 0.319 | |
| Custom Diffusion2023.05 | 0.3967 | 0.6837 | 0.309 | |
| DreamBoothfine-tuning steps=1002023.05 | 0.396 | 0.698 | 0.322 | |
| Textual Inversion2023.05 | 0.2511 | 0.6244 | 0.2953 |