Single-concept text-to-image customization on CIVC FLUX.1 backbone
68.09Image Alignment (IA)CCDM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CCDM#Params=6.72M2026.06 | 68.09 | 80.11 | 3.04 | 1.64 | |
| CIDM#Params=10.31M2026.06 | 65.82 | 77.89 | 5.86 | 4.01 | |
| L2DM#Params=10.27M2026.06 | 65.42 | 78.08 | 6.67 | 3.05 | |
| CPG#Params=10.27M2026.06 | 65.4 | 78.12 | 7.18 | 3.54 | |
| CLoRA#Params=10.27M2026.06 | 64.34 | 78.2 | 8.8 | 3.21 | |
| LWF#Params=10.27M2026.06 | 64.3 | 79.04 | 7.07 | 2.86 | |
| EWC#Params=10.27M2026.06 | 64.28 | 78.06 | 7.51 | 3.19 | |
| LoRA-M#Params=10.27M2026.06 | 63.18 | 78.56 | 9.56 | 3.5 | |
| LoRA-C#Params=10.27M2026.06 | 62.09 | 78.34 | 10.21 | 3.15 | |
| Finetuning#Params=10.27M2026.06 | 60.91 | 78.6 | 13.97 | 3.44 |