Diffusion Adaptation on Elementfire
33.82CLIP ScoreFeRA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FeRABackbone=FLUX.1, Params=50M2025.11 | 33.82 | 141.21 | 9.03 | |
| FeRABackbone=FLUX.1, Params=5M2025.11 | 33.68 | 155.51 | 8.77 | |
| FeRABackbone=SD 2.0, Params=50M2025.11 | 33.45 | 175.72 | 8.77 | |
| FeRABackbone=SD 2.0, Params=20M2025.11 | 33.44 | 178.51 | 8.87 | |
| FeRABackbone=SD 2.0, Params=5M2025.11 | 33.32 | 189.94 | 8.65 | |
| FeRABackbone=FLUX.1, Params=20M2025.11 | 32.81 | 141.15 | 9.1 | |
| Full-TuningBackbone=FLUX.1, Params=7.8B2025.11 | 32.8 | 153.87 | 8.82 | |
| DoRABackbone=FLUX.1, Params=5M2025.11 | 32.75 | 157.18 | 7.77 | |
| SaRABackbone=FLUX.1, Params=50M2025.11 | 32.72 | 143.74 | 8.64 | |
| SaRABackbone=FLUX.1, Params=20M2025.11 | 32.71 | 143.29 | 8.39 | |
| DoRABackbone=FLUX.1, Params=50M2025.11 | 32.69 | 145.39 | 8.65 | |
| AdaLoRABackbone=FLUX.1, Params=50M2025.11 | 32.69 | 146.67 | 8.34 | |
| DoRABackbone=FLUX.1, Params=20M2025.11 | 32.68 | 146.44 | 8.81 | |
| AdaLoRABackbone=FLUX.1, Params=20M2025.11 | 32.68 | 147.62 | 8.22 | |
| LoRABackbone=FLUX.1, Params=50M2025.11 | 32.66 | 148.4 | 8.78 | |
| LoRABackbone=FLUX.1, Params=20M2025.11 | 32.65 | 148.53 | 8.33 | |
| SaRABackbone=FLUX.1, Params=5M2025.11 | 32.58 | 154.37 | 8.1 | |
| LoRABackbone=FLUX.1, Params=5M2025.11 | 32.52 | 159.35 | 7.82 | |
| SaRABackbone=SD 2.0, Params=50M2025.11 | 32.49 | 176.25 | 7.86 | |
| AdaLoRABackbone=FLUX.1, Params=5M2025.11 | 32.49 | 155.98 | 8.01 | |
| SaRABackbone=SD 2.0, Params=20M2025.11 | 32.48 | 177.09 | 8.76 | |
| Full-TuningBackbone=SD 2.0, Params=866M2025.11 | 32.38 | 179.9 | 8.74 | |
| SaRABackbone=SD 3.0, Params=50M2025.11 | 32.38 | 158.12 | 8.13 | |
| SaRABackbone=SD 2.0, Params=5M2025.11 | 32.36 | 190.28 | 8.64 | |
| SaRABackbone=SD 3.0, Params=20M2025.11 | 32.36 | 154.31 | 7.79 | |
| DoRABackbone=SD 3.0, Params=50M2025.11 | 32.33 | 157.53 | 7.61 | |
| AdaLoRABackbone=SD 3.0, Params=50M2025.11 | 32.33 | 157.54 | 8.52 | |
| LoRABackbone=SD 3.0, Params=50M2025.11 | 32.32 | 158.71 | 8.26 | |
| LoRABackbone=SD 2.0, Params=50M2025.11 | 32.31 | 185.74 | 8.44 | |
| DoRABackbone=SD 3.0, Params=20M2025.11 | 32.31 | 157.84 | 8.26 | |
| AdaLoRABackbone=SD 3.0, Params=20M2025.11 | 32.31 | 158.31 | 8.67 | |
| LoRABackbone=SD 2.0, Params=20M2025.11 | 32.3 | 186.24 | 8.22 | |
| LoRABackbone=SD 3.0, Params=20M2025.11 | 32.3 | 158.93 | 8.36 | |
| DoRABackbone=SD 2.0, Params=50M2025.11 | 32.25 | 183.96 | 8.06 | |
| AdaLoRABackbone=SD 2.0, Params=50M2025.11 | 32.25 | 184.84 | 8.41 | |
| SaRABackbone=SD 3.0, Params=5M2025.11 | 32.25 | 170.32 | 8.58 | |
| DoRABackbone=SD 2.0, Params=20M2025.11 | 32.24 | 184.46 | 8.62 | |
| AdaLoRABackbone=SD 2.0, Params=20M2025.11 | 32.24 | 185.52 | 8.64 | |
| AdaLoRABackbone=SD 3.0, Params=5M2025.11 | 32.22 | 169.8 | 8.57 | |
| DoRABackbone=SD 2.0, Params=5M2025.11 | 32.2 | 198.55 | 8.61 | |
| DoRABackbone=SD 3.0, Params=5M2025.11 | 32.2 | 169.27 | 8.56 | |
| LoRABackbone=SD 3.0, Params=5M2025.11 | 32.19 | 170.39 | 8.54 | |
| LoRABackbone=SD 2.0, Params=5M2025.11 | 32.18 | 200.45 | 8.6 | |
| AdaLoRABackbone=SD 2.0, Params=5M2025.11 | 32.12 | 199.5 | 8.62 | |
| FeRABackbone=SD 3.0, Params=50M2025.11 | 31.92 | 154.95 | 8.57 | |
| FeRABackbone=SD 3.0, Params=20M2025.11 | 31.9 | 150.86 | 8.71 | |
| Full-TuningBackbone=SD 3.0, Params=2085M2025.11 | 31.85 | 156.9 | 8.54 | |
| FeRABackbone=SD 3.0, Params=5M2025.11 | 31.79 | 168.23 | 8.6 |