Subject-driven Generation on DreamBench (test)
0.774DINO ScoreReal Images (Oracle)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Real Images (Oracle)status=Oracle2023.10 | 0.774 | 0.885 | — | |
| Real Images (Oracle)Adaptation protocol=Oracle2023.12 | 0.774 | 0.885 | — | |
| Real Images (Oracle)Evaluation Protocol=Oracle2025.04 | 0.774 | 0.885 | — | |
| Emu2-GenAdaptation protocol=Test Time Tuning Free, Zero-shot status=true, Input configuration=single image input2023.12 | 0.766 | 0.85 | 0.287 | |
| SuTItraining_mode=Test Time Tuning Free2023.10 | 0.741 | 0.819 | 0.304 | |
| SuTIAdaptation protocol=Test Time Tuning Free, Zero-shot status=false2023.12 | 0.741 | 0.819 | 0.304 | |
| MetaQuery-B-InstructEvaluation Protocol=zero-shot & test time tuning free2025.04 | 0.737 | 0.852 | 0.301 | |
| KOSMOS-Gtraining_mode=Test Time Tuning Free, zero-shot=true, input_mode=single image input2023.10 | 0.694 | 0.847 | 0.287 | |
| Kosmos-GAdaptation protocol=Test Time Tuning Free, Zero-shot status=true, Input configuration=single image input2023.12 | 0.694 | 0.847 | 0.287 | |
| Kosmos-GEvaluation Protocol=zero-shot & test time tuning free2025.04 | 0.694 | 0.847 | 0.287 | |
| BLIP-Diffusiontraining_mode=Fine-Tuning2023.10 | 0.67 | 0.805 | 0.302 | |
| BLIP-DiffusionAdaptation protocol=Fine-Tuning, Zero-shot status=false2023.12 | 0.67 | 0.805 | 0.302 | |
| BLIP-DiffusionEvaluation Protocol=fine-tuning2025.04 | 0.67 | 0.805 | 0.302 | |
| DreamBoothtraining_mode=Fine-Tuning2023.10 | 0.668 | 0.803 | 0.305 | |
| DreamBoothAdaptation protocol=Fine-Tuning, Zero-shot status=false2023.12 | 0.668 | 0.803 | 0.305 | |
| DreamBoothEvaluation Protocol=fine-tuning2025.04 | 0.668 | 0.803 | 0.305 | |
| Re-Imagentraining_mode=Test Time Tuning Free, zero-shot=true2023.10 | 0.6 | 0.74 | 0.27 | |
| Re-ImagenAdaptation protocol=Test Time Tuning Free, Zero-shot status=true2023.12 | 0.6 | 0.74 | 0.27 | |
| Re-ImagenEvaluation Protocol=zero-shot & test time tuning free2025.04 | 0.6 | 0.74 | 0.27 | |
| BLIP-Diffusiontraining_mode=Test Time Tuning Free, zero-shot=true2023.10 | 0.594 | 0.779 | 0.3 | |
| BLIP-DiffusionAdaptation protocol=Test Time Tuning Free, Zero-shot status=true2023.12 | 0.594 | 0.779 | 0.3 | |
| BLIP-DiffusionEvaluation Protocol=zero-shot & test time tuning free2025.04 | 0.594 | 0.779 | 0.3 | |
| Textual Inversiontraining_mode=Fine-Tuning2023.10 | 0.569 | 0.78 | 0.255 | |
| Textual InversionAdaptation protocol=Fine-Tuning, Zero-shot status=false2023.12 | 0.569 | 0.78 | 0.255 | |
| Textual InversionEvaluation Protocol=fine-tuning2025.04 | 0.569 | 0.78 | 0.255 |