DreamBooth-style Image Customization on Expedition
33.22CLIP ScoreFeRA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FeRABackbone=SDXL, Params=50M2025.11 | 33.22 | 124.21 | 8.99 | |
| FeRABackbone=SDXL, Params=20M2025.11 | 32.21 | 128.29 | 8.68 | |
| Full-TuningBackbone=SDXL, Params=3.5B2025.11 | 32.15 | 126.5 | 8.9 | |
| SaRABackbone=SDXL, Params=50M2025.11 | 32.12 | 127.66 | 8.24 | |
| SaRABackbone=SDXL, Params=20M2025.11 | 32.11 | 128.26 | 8.22 | |
| DoRABackbone=SDXL, Params=50M2025.11 | 32.1 | 129.54 | 8.03 | |
| AdaLoRABackbone=SDXL, Params=50M2025.11 | 32.1 | 130.22 | 8.8 | |
| DoRABackbone=SDXL, Params=20M2025.11 | 32.09 | 130.17 | 7.88 | |
| AdaLoRABackbone=SDXL, Params=20M2025.11 | 32.09 | 130.82 | 8.55 | |
| FeRABackbone=SDXL, Params=5M2025.11 | 32.08 | 134.69 | 8.67 | |
| LoRABackbone=SDXL, Params=50M2025.11 | 32.08 | 130.18 | 8.23 | |
| LoRABackbone=SDXL, Params=20M2025.11 | 32.07 | 131.42 | 8.44 | |
| SaRABackbone=SDXL, Params=5M2025.11 | 31.98 | 138.15 | 8.64 | |
| AdaLoRABackbone=SDXL, Params=5M2025.11 | 31.97 | 140.92 | 8.62 | |
| DoRABackbone=SDXL, Params=5M2025.11 | 31.96 | 140.28 | 8.63 | |
| LoRABackbone=SDXL, Params=5M2025.11 | 31.94 | 141.52 | 8.6 | |
| FeRABackbone=SD 1.5, Params=50M2025.11 | 31.8 | 117.21 | 8.62 | |
| FeRABackbone=SD 1.5, Params=20M2025.11 | 31.78 | 118.11 | 8.55 | |
| Full-TuningBackbone=SD 1.5, Params=860M2025.11 | 31.75 | 119 | 8.58 | |
| SaRABackbone=SD 1.5, Params=50M2025.11 | 31.69 | 118.61 | 8.53 | |
| SaRABackbone=SD 1.5, Params=20M2025.11 | 31.67 | 119.5 | 7.96 | |
| FeRABackbone=SD 1.5, Params=5M2025.11 | 31.66 | 127.03 | 8.53 | |
| DoRABackbone=SD 1.5, Params=50M2025.11 | 31.65 | 119.22 | 8.44 | |
| AdaLoRABackbone=SD 1.5, Params=50M2025.11 | 31.65 | 119.05 | 8.52 | |
| DoRABackbone=SD 1.5, Params=20M2025.11 | 31.63 | 120.12 | 8.13 | |
| AdaLoRABackbone=SD 1.5, Params=20M2025.11 | 31.63 | 119.95 | 7.58 | |
| LoRABackbone=SD 1.5, Params=50M2025.11 | 31.62 | 119.21 | 8.22 | |
| LoRABackbone=SD 1.5, Params=20M2025.11 | 31.6 | 120.1 | 8.05 | |
| SaRABackbone=SD 1.5, Params=5M2025.11 | 31.56 | 128.5 | 8.49 | |
| DoRABackbone=SD 1.5, Params=5M2025.11 | 31.53 | 129.13 | 8.47 | |
| AdaLoRABackbone=SD 1.5, Params=5M2025.11 | 31.53 | 129 | 8.5 | |
| LoRABackbone=SD 1.5, Params=5M2025.11 | 31.51 | 128.73 | 8.46 |