Personalized Image Generation on DreamBench++ GPT-4o score evaluation (test)
90CP (Animal)IP-Adapter+
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| IP-Adapter+zero-shot=true2024.11 | 90 | 84.5 | 75.9 | 83.4 | 50.2 | 27.9 | 38.8 | 32.4 | 48.1 | 47.3 | 53 | 50.4 | 44.2 | 22.9 | 37.1 | 18.7 | |
| Textual Inversionzero-shot=false2024.11 | 80.2 | 35.8 | 30.5 | 38.8 | 67.1 | 43.7 | 59.8 | 23.2 | 74.1 | 69.4 | 71.7 | 72.2 | 61.9 | 38.5 | 54.1 | 39.1 | |
| DreamBooth LoRAzero-shot=false2024.11 | 75.1 | 31.1 | 54.3 | 53.5 | 89.8 | 75.4 | 84.9 | 45 | 68.1 | 67.5 | 76.1 | 72 | 86.5 | 71.8 | 81.6 | 58.8 | |
| Emu2zero-shot=true2024.11 | 67 | 54.6 | 44.7 | 55.4 | 73.2 | 56 | 67 | 37.1 | 65.2 | 68.3 | 70.1 | 68.1 | 68.6 | 49.4 | 62.2 | 42.4 | |
| IP-Adapterzero-shot=true2024.11 | 66.7 | 55.8 | 50.4 | 57.6 | 74.3 | 44.6 | 60.7 | 35 | 79 | 76.4 | 74.3 | 76.6 | 69.5 | 37.7 | 58.9 | 45.1 | |
| Diffusion Self-Distillationzero-shot=true2024.11 | 64.7 | 56.7 | 64 | 63.1 | 77.7 | 62.5 | 72.6 | 45.8 | 85.2 | 77.4 | 75 | 78.9 | 80.8 | 68.1 | 75.7 | 59.7 | |
| DreamBoothzero-shot=false2024.11 | 64 | 19.9 | 48.8 | 44.2 | 79.8 | 50.4 | 69.2 | 30.6 | 67 | 36.2 | 67.6 | 62.6 | 75 | 46.7 | 65.6 | 41.1 | |
| BLIP-Diffusionzero-shot=true2024.11 | 63.7 | 55.7 | 46.9 | 55.4 | 58.1 | 30.3 | 46.4 | 25.7 | 77.1 | 73.3 | 74.5 | 75 | 52.9 | 26.6 | 44.2 | 33.2 |