Text-to-image generation on Brain MRI (test)
88.3AUCReal+Synthetic Data
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Real+Synthetic Data2024.12 | 88.3 | — | — | |
| Real Data2024.12 | 87 | — | — | |
| Stable Diffusion + Basic FTLatent Drift (LD)=true2024.12 | 72.4 | 49.68 | 0.035 | |
| Stable Diffusion + Basic FTLatent Drift (LD)=false2024.12 | 70.4 | 92.13 | 0.071 | |
| Textual InversionLatent Drift (LD)=true2024.12 | 67 | 67.56 | 0.065 | |
| Custom DiffusionLatent Drift (LD)=false2024.12 | 60.9 | 129.21 | 0.132 | |
| Textual InversionLatent Drift (LD)=false2024.12 | 60 | 120.63 | 0.098 | |
| Custom DiffusionLatent Drift (LD)=true2024.12 | 54.4 | 63.58 | 0.065 | |
| DreamBoothLatent Drift (LD)=true2024.12 | 51.2 | 92.37 | 0.099 | |
| DreamBoothLatent Drift (LD)=false2024.12 | 50 | 130.92 | 0.125 | |
| Stable DiffusionLatent Drift (LD)=false2024.12 | 41.4 | 313.61 | 0.289 |