DreamBooth-style Image Customization on Barbie
37.86CLIP ScoreFeRA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FeRABackbone=SDXL, Params=5M2025.11 | 37.86 | 178.67 | 8.57 | |
| FeRABackbone=SDXL, Params=20M2025.11 | 36.97 | 166.61 | 8.94 | |
| LoRABackbone=SDXL, Params=50M2025.11 | 36.01 | 176.41 | 9.09 | |
| Full-TuningBackbone=SDXL, Params=3.5B2025.11 | 36 | 170.8 | 9.1 | |
| LoRABackbone=SDXL, Params=20M2025.11 | 35.99 | 175.23 | 8.36 | |
| FeRABackbone=SDXL, Params=50M2025.11 | 35.99 | 167.33 | 9.12 | |
| DoRABackbone=SDXL, Params=50M2025.11 | 35.96 | 174.96 | 8.42 | |
| AdaLoRABackbone=SDXL, Params=50M2025.11 | 35.96 | 175.57 | 8.63 | |
| DoRABackbone=SDXL, Params=20M2025.11 | 35.94 | 173.73 | 8.87 | |
| AdaLoRABackbone=SDXL, Params=20M2025.11 | 35.94 | 174.25 | 8.46 | |
| SaRABackbone=SDXL, Params=50M2025.11 | 35.89 | 171.66 | 8.89 | |
| LoRABackbone=SDXL, Params=5M2025.11 | 35.88 | 188.41 | 8.53 | |
| SaRABackbone=SDXL, Params=20M2025.11 | 35.87 | 170.44 | 8.88 | |
| AdaLoRABackbone=SDXL, Params=5M2025.11 | 35.85 | 187.6 | 8.55 | |
| DoRABackbone=SDXL, Params=5M2025.11 | 35.83 | 186.78 | 8.52 | |
| SaRABackbone=SDXL, Params=5M2025.11 | 35.76 | 183.25 | 8.54 | |
| LoRABackbone=SD 1.5, Params=50M2025.11 | 35.35 | 183.42 | 8.26 | |
| LoRABackbone=SD 1.5, Params=20M2025.11 | 35.31 | 181.15 | 8.58 | |
| DoRABackbone=SD 1.5, Params=50M2025.11 | 35.29 | 182.63 | 8.63 | |
| AdaLoRABackbone=SD 1.5, Params=50M2025.11 | 35.29 | 182.92 | 8.16 | |
| DoRABackbone=SD 1.5, Params=20M2025.11 | 35.25 | 180.32 | 8.01 | |
| AdaLoRABackbone=SD 1.5, Params=20M2025.11 | 35.25 | 180.7 | 8.6 | |
| LoRABackbone=SD 1.5, Params=5M2025.11 | 35.19 | 194.73 | 8.37 | |
| SaRABackbone=SD 1.5, Params=50M2025.11 | 35.19 | 179.72 | 8.27 | |
| SaRABackbone=SD 1.5, Params=20M2025.11 | 35.15 | 177.5 | 8.06 | |
| DoRABackbone=SD 1.5, Params=5M2025.11 | 35.12 | 193.9 | 8.36 | |
| AdaLoRABackbone=SD 1.5, Params=5M2025.11 | 35.12 | 194.3 | 8.38 | |
| SaRABackbone=SD 1.5, Params=5M2025.11 | 35.01 | 190.81 | 8.39 | |
| FeRABackbone=SD 1.5, Params=50M2025.11 | 34.55 | 174.21 | 8.76 | |
| FeRABackbone=SD 1.5, Params=20M2025.11 | 34.5 | 172.03 | 8.74 | |
| Full-TuningBackbone=SD 1.5, Params=860M2025.11 | 34.48 | 176.5 | 8.7 | |
| FeRABackbone=SD 1.5, Params=5M2025.11 | 34.34 | 184.98 | 8.43 |