DreamBooth-style Image Customization on Elementfire
33.7CLIP ScoreFeRA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FeRABackbone=SDXL, Params=20M2025.11 | 33.7 | 152.11 | 8.95 | |
| FeRABackbone=SDXL, Params=50M2025.11 | 33.62 | 151.46 | 8.86 | |
| Full-TuningBackbone=SDXL, Params=3.5B2025.11 | 32.55 | 153 | 8.85 | |
| SaRABackbone=SDXL, Params=50M2025.11 | 32.52 | 155.56 | 8.72 | |
| SaRABackbone=SDXL, Params=20M2025.11 | 32.51 | 156.25 | 8.27 | |
| FeRABackbone=SDXL, Params=5M2025.11 | 32.48 | 163.51 | 8.72 | |
| LoRABackbone=SDXL, Params=50M2025.11 | 32.46 | 160.58 | 8.23 | |
| DoRABackbone=SDXL, Params=50M2025.11 | 32.46 | 158.52 | 8.49 | |
| AdaLoRABackbone=SDXL, Params=50M2025.11 | 32.46 | 159.26 | 8.85 | |
| LoRABackbone=SDXL, Params=20M2025.11 | 32.45 | 161.42 | 8.05 | |
| DoRABackbone=SDXL, Params=20M2025.11 | 32.45 | 159.15 | 8.93 | |
| AdaLoRABackbone=SDXL, Params=20M2025.11 | 32.45 | 160.22 | 8.64 | |
| SaRABackbone=SDXL, Params=5M2025.11 | 32.38 | 168.22 | 8.69 | |
| DoRABackbone=SDXL, Params=5M2025.11 | 32.35 | 171.35 | 8.68 | |
| LoRABackbone=SDXL, Params=5M2025.11 | 32.32 | 173.73 | 8.67 | |
| AdaLoRABackbone=SDXL, Params=5M2025.11 | 32.32 | 172.55 | 8.7 | |
| LoRABackbone=SD 1.5, Params=50M2025.11 | 31.73 | 145.58 | 8.09 | |
| LoRABackbone=SD 1.5, Params=20M2025.11 | 31.7 | 146.5 | 7.72 | |
| DoRABackbone=SD 1.5, Params=50M2025.11 | 31.69 | 154.72 | 8.21 | |
| AdaLoRABackbone=SD 1.5, Params=50M2025.11 | 31.69 | 145.54 | 7.83 | |
| SaRABackbone=SD 1.5, Params=20M2025.11 | 31.66 | 155.09 | 7.61 | |
| DoRABackbone=SD 1.5, Params=20M2025.11 | 31.64 | 155.32 | 8.27 | |
| DoRABackbone=SD 1.5, Params=5M2025.11 | 31.62 | 158.59 | 8.49 | |
| AdaLoRABackbone=SD 1.5, Params=20M2025.11 | 31.62 | 146.11 | 8.17 | |
| LoRABackbone=SD 1.5, Params=5M2025.11 | 31.59 | 156.95 | 8.47 | |
| AdaLoRABackbone=SD 1.5, Params=5M2025.11 | 31.55 | 156.62 | 8.51 | |
| SaRABackbone=SD 1.5, Params=5M2025.11 | 31.55 | 166 | 8.52 | |
| SaRABackbone=SD 1.5, Params=50M2025.11 | 31.49 | 154.32 | 7.57 | |
| FeRABackbone=SD 1.5, Params=50M2025.11 | 31.29 | 152.48 | 8.54 | |
| FeRABackbone=SD 1.5, Params=20M2025.11 | 31.25 | 143.62 | 8.6 | |
| Full-TuningBackbone=SD 1.5, Params=860M2025.11 | 31.2 | 154 | 8.51 | |
| FeRABackbone=SD 1.5, Params=5M2025.11 | 31.12 | 154.92 | 8.55 |