Single-concept customization dataset
88.29Accuracy V1Orthogonal Adaptation
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Orthogonal Adaptation2026.05 | 88.29 | 82.66 | 85.68 | 88.09 | 85.32 | 62.96 | 79.92 | 73.47 | 80.8 | |
| Continual Diffusion2026.05 | 87.12 | 81.93 | 87.26 | 84.77 | 83.91 | 66.76 | 77.45 | 71.3 | 80.06 | |
| GCNS2026.05 | 86.83 | 82.82 | 90.63 | 88.9 | 89.04 | 67.19 | 87.09 | 77.6 | 83.76 | |
| CIDM2026.05 | 85.64 | 80.32 | 82.76 | 85.22 | 81.49 | 63.21 | 78.93 | 71.55 | 78.64 | |
| LWF2026.05 | 83.78 | 80.65 | 79.8 | 81.33 | 82.19 | 60.09 | 77.37 | 70.13 | 76.92 | |
| LoRA2026.05 | 79.67 | 72.8 | 81.46 | 81.9 | 78.88 | 61.36 | 80.02 | 76.94 | 76.63 | |
| ARBooth2026.05 | 76.26 | 77.43 | 77.67 | 79.51 | 77.48 | 61.68 | 80.87 | 77.03 | 75.99 |