Single-concept customization on Custom Personalization Benchmark 8 concepts (test)
84.03V1 ScoreGCNS
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GCNS2026.05 | 84.03 | 63.52 | 87.05 | 76.28 | 81.47 | 43.08 | 79.01 | 40.34 | 69.35 | 83.76 | 30.18 | |
| Continual Diffusion2026.05 | 84.01 | 59.75 | 81.89 | 69.87 | 65.86 | 33.65 | 57.14 | 29.11 | 60.16 | 80.06 | 30.07 | |
| Orthogonal Adaptation2026.05 | 83.62 | 60.53 | 81.54 | 75.05 | 72.6 | 25.9 | 64.22 | 31.64 | 61.89 | 80.8 | 30.85 | |
| CIDM2026.05 | 80.52 | 52.61 | 78.92 | 68.27 | 64.33 | 31.37 | 65.36 | 30.51 | 58.99 | 78.64 | 31.79 | |
| LWF2026.05 | 57.76 | 49.36 | 74.34 | 70.81 | 72.79 | 20.72 | 71.57 | 32.5 | 56.23 | 76.92 | 31.6 | |
| ARBooth2026.05 | 40.78 | 45.71 | 62.36 | 66.03 | 61.62 | 17.8 | 78.97 | 40.16 | 51.68 | 75.99 | 31.01 | |
| LoRA2026.05 | 40.32 | 33.4 | 73.8 | 64.52 | 58.78 | 19.76 | 73.68 | 40.56 | 50.6 | 76.63 | 31.26 |