Single-concept text-to-image customization on CIVC SDXL backbone
72.84IACCDM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CCDM#Params=4.23M2026.06 | 72.84 | 80.75 | 3.84 | 1.89 | |
| CLoRA#Params=6.29M2026.06 | 69.32 | 79.29 | 7.42 | 3.31 | |
| CIDM#Params=6.43M2026.06 | 67.81 | 80.13 | 8.35 | 2.08 | |
| L2DM#Params=6.29M2026.06 | 66.41 | 78.35 | 8.78 | 5.19 | |
| CPG#Params=6.29M2026.06 | 66.08 | 78.59 | 10.14 | 4.83 | |
| EWC#Params=6.29M2026.06 | 65.67 | 78.19 | 9.08 | 3.68 | |
| LoRA-C#Params=6.29M2026.06 | 65.27 | 80.06 | 9.57 | 2.26 | |
| LoRA-M#Params=6.29M2026.06 | 64.89 | 80.28 | 9.44 | 2.28 | |
| LWF#Params=6.29M2026.06 | 64.03 | 77.25 | 10.33 | 5.39 | |
| Finetuning#Params=6.29M2026.06 | 60.41 | 76.44 | 14.84 | 6.4 |