Image Editing on PIE-Bench 1.0 (test)
30.21PSNRNull-Text Inversion
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Null-Text InversionInversion Method=Null-Text Inversion, Editing Method=Proximal Guidance2023.10 | 30.21 | 3.51 | 32.97 | 18.47 | 87.01 | 22.91 | 20.23 | — | — | |
| EDICTInversion Method=EDICT, Editing Method=Prompt-to-Prompt2023.10 | 29.79 | 4.61 | 37.03 | 20.37 | 86.55 | 23.09 | 20.32 | — | — | |
| Negative-Prompt InversionInversion Method=Negative-Prompt Inversion, Editing Method=Proximal Guidance2023.10 | 28.67 | 7.44 | 41.98 | 24.25 | 85.98 | 24.28 | 21.36 | — | — | |
| Direct InversionInversion Method=Direct Inversion, Editing Method=Prompt-to-Prompt2023.10 | 27.22 | 11.65 | 54.55 | 32.86 | 84.76 | 25.02 | 22.1 | — | — | |
| Null-Text InversionInversion Method=Null-Text Inversion, Editing Method=Prompt-to-Prompt2023.10 | 27.03 | 13.44 | 60.67 | 35.86 | 84.11 | 24.75 | 21.86 | — | — | |
| NT-Inv + P2PType=Multi-step, Sampling steps=50, Inversion=NT-Inv2024.12 | 27.03 | — | 60.67 | 35.86 | 84.11 | 0.2475 | 0.2186 | 13.44 | 134.06 | |
| ICDType=Few-steps, Sampling steps=4, Backbone=SD 1.52024.12 | 26.93 | — | 63.61 | 3.33 | 83.95 | 0.2242 | 0.1907 | 10.21 | 1.38 | |
| EDICTInversion Method=EDICT, Editing Method=None2023.10 | 26.76 | 13.28 | 65.51 | 38.14 | 83.72 | 24.46 | 21.56 | — | — | |
| Edit Friendly DDPMInversion Method=Edit Friendly DDPM, Editing Method=Prompt-to-Prompt2023.10 | 24.55 | 18.05 | 91.88 | 94.58 | 81.57 | 23.97 | 21.03 | — | — | |
| SwiftEditType=One-step, Sampling steps=12024.12 | 23.33 | — | 91.04 | 6.58 | 81.05 | 0.2116 | 0.2125 | 13.21 | 0.23 | |
| SwiftEditType=One-step, Sampling steps=1, ground_truth_masks=true2024.12 | 23.31 | — | 93.88 | 6.19 | 81.36 | 0.2556 | 0.2191 | 13.25 | 0.23 | |
| Direct Inversion + MasaCtrlType=Multi-step, Sampling steps=50, Inversion=Direct Inversion2024.12 | 22.64 | — | 87.94 | 81.09 | 81.33 | 0.2438 | 0.2135 | 24.7 | 29.68 | |
| Direct Inversion + PnPType=Multi-step, Sampling steps=50, Inversion=Direct Inversion2024.12 | 22.46 | — | 106.06 | 80.45 | 79.68 | 0.2541 | 0.2262 | 24.29 | 12.79 | |
| TurboEditType=Few-steps, Sampling steps=42024.12 | 22.43 | — | 108.59 | 9.48 | 79.68 | 0.255 | 0.2182 | 16.1 | 1.31 | |
| DDIM + PnPType=Multi-step, Sampling steps=50, Inversion=DDIM2024.12 | 22.28 | — | 113.46 | 83.64 | 79.05 | 0.2541 | 0.2255 | 28.22 | 12.62 | |
| DDIM + MasaCtrlType=Multi-step, Sampling steps=50, Inversion=DDIM2024.12 | 22.17 | — | 106.62 | 86.97 | 79.67 | 0.2396 | 0.2116 | 28.38 | 23.21 | |
| Direct Inversion + P2P-ZeroType=Multi-step, Sampling steps=50, Inversion=Direct Inversion2024.12 | 21.53 | — | 138.98 | 127.32 | 77.05 | 0.2331 | 0.2105 | 49.22 | 35.34 | |
| InstructPix2PixType=Multi-step2024.12 | 20.82 | — | 158.63 | 227.78 | 76.26 | 0.2361 | 0.2164 | 57.91 | 3.85 | |
| DDIM + P2P-ZeroType=Multi-step, Sampling steps=50, Inversion=DDIM2024.12 | 20.44 | — | 172.22 | 144.12 | 74.67 | 0.228 | 0.2054 | 61.68 | 35.57 | |
| InstructDiffusionType=Multi-step2024.12 | 20.28 | — | 155.66 | 349.66 | 75.53 | 0.2326 | 0.2134 | 75.44 | 7.68 | |
| ReNoiseType=Few-steps, Sampling steps=4, Backbone=SDXL Turbo2024.12 | 20.28 | — | 189.77 | 54.08 | 70.9 | 0.243 | 0.2107 | 78.44 | 5.1 | |
| DDIM + P2PType=Multi-step, Sampling steps=50, Inversion=DDIM2024.12 | 17.87 | — | 208.8 | 219.88 | 71.14 | 0.2501 | 0.2244 | 69.43 | 25.98 |