Text-to-Image Customization on CIVC multi-concept (V1-V30)
77.25IACCDM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CCDM#Params=4.23M, Backbone=SDXL2026.06 | 77.25 | 75.29 | 2.86 | 3.54 | |
| CIDM#Params=6.43M, Backbone=SDXL2026.06 | 72.12 | 74.23 | 6.05 | 5.02 | |
| CLoRA#Params=6.29M, Backbone=SDXL2026.06 | 71.18 | 73.31 | 6.44 | 6.18 | |
| CPG#Params=6.29M, Backbone=SDXL2026.06 | 70.25 | 73.1 | 6.96 | 5.67 | |
| L2DM#Params=6.29M, Backbone=SDXL2026.06 | 70.18 | 72.16 | 7.54 | 6.65 | |
| LWF#Params=6.29M, Backbone=SDXL2026.06 | 66.57 | 73.2 | 10.18 | 5.68 | |
| EWC#Params=6.29M, Backbone=SDXL2026.06 | 65.87 | 73.85 | 10.56 | 6.42 | |
| LoRA-C#Params=6.29M, Backbone=SDXL2026.06 | 64.2 | 72.58 | 12.19 | 7.05 | |
| LoRA-M#Params=6.29M, Backbone=SDXL2026.06 | 63.19 | 71.14 | 13.16 | 7.5 | |
| Finetuning#Params=6.29M, Backbone=SDXL2026.06 | 60.15 | 72.13 | 16.19 | 7.96 |