Concept Customization on DreamBenchCC Instance
81CLIP-I Score (target)PureCC
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PureCCTuning Protocol=Fine-tuning2026.03 | 81 | -0.31 | 0.1 | -0.67 | 69.37 | 73 | |
| CIFCTuning Protocol=Fine-tuning2026.03 | 78 | -1.93 | -1.62 | -2.08 | 13.23 | 65 | |
| Mix-of-ShowTuning Protocol=Fine-tuning2026.03 | 72 | -2.71 | -1.08 | -2.63 | 15.72 | 61 | |
| DreamOTuning Protocol=Tuning-free2026.03 | 71 | — | — | — | — | 67 | |
| UNOTuning Protocol=Tuning-free2026.03 | 69 | — | — | — | — | 62 | |
| DreamboothTuning Protocol=Fine-tuning2026.03 | 63 | -4.81 | -2.17 | -3.9 | 18.38 | 62 | |
| Dreambooth + EWCTuning Protocol=Fine-tuning2026.03 | 62 | -4.17 | -2.2 | -3.16 | 26.37 | 61 |