Text-guided image editing on CelebA-HQ
0.3567CLIPGradient Ascent
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Gradient Ascent2025.09 | 0.3567 | -0.2331 | 0.2193 | 0.125 | 0.666 | — | |
| Trajectory Optimization Control2025.09 | 0.3441 | 0.0976 | 0.2243 | 0.2252 | 0.628 | — | |
| Inversion+TFG2025.09 | 0.326 | -0.2801 | 0.204 | 0.3745 | 0.5282 | — | |
| OC-FlowComputation Time (s)=158.302 ± 0.0162025.11 | 0.322 | — | — | 0.082 | — | 3.3 | |
| Inversion+DPS2025.09 | 0.3173 | -0.2923 | 0.2032 | 0.3658 | 0.53 | — | |
| HardFlowComputation Time (s)=51.294 ± 0.0042025.11 | 0.317 | — | — | 0.048 | — | 100 | |
| Inversion+FreeDoM2025.09 | 0.3158 | -0.11 | 0.2094 | 0.4492 | 0.5147 | — | |
| Gradient GuidanceComputation Time (s)=131.819 ± 0.0762025.11 | 0.304 | — | — | 0.144 | — | 0 | |
| Projection-Relaxed + Gradient GuidanceComputation Time (s)=129.336 ± 0.0472025.11 | 0.296 | — | — | 0.026 | — | 93.9 | |
| None2025.09 | 0.176 | -0.2404 | 0.2233 | 0 | 1 | — |