Image Editing on AnyEdit (test)
0.883CLIP Score (Input)ADE-CoT
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ADE-CoTN=32, Base Model=FLUX.1 Kontext2026.06 | 0.883 | — | — | 0.308 | — | 0.784 | 367 | |
| VeriLatentN=32, Base Model=FLUX.1 Kontext2026.06 | 0.883 | — | — | 0.311 | — | 0.774 | 150 | |
| BoNN=32, Base Model=FLUX.1 Kontext2026.06 | 0.882 | — | — | 0.307 | — | 0.784 | 896 | |
| PARMN=32, Base Model=FLUX.1 Kontext2026.06 | 0.881 | — | — | 0.307 | — | 0.783 | 695 | |
| VeriLatentN=32, Base Model=Step1X-Edit2026.06 | 0.881 | — | — | 0.312 | — | 0.764 | 159 | |
| PRMN=32, Base Model=FLUX.1 Kontext2026.06 | 0.88 | — | — | 0.306 | — | 0.782 | 597 | |
| TTS-EFN=32, Base Model=FLUX.1 Kontext2026.06 | 0.878 | — | — | 0.305 | — | 0.779 | 348 | |
| ADE-CoTN=32, Base Model=Step1X-Edit2026.06 | 0.878 | — | — | 0.309 | — | 0.766 | 434 | |
| BoNN=32, Base Model=Step1X-Edit2026.06 | 0.877 | — | — | 0.308 | — | 0.765 | 896 | |
| PARMN=32, Base Model=Step1X-Edit2026.06 | 0.876 | — | — | 0.307 | — | 0.764 | 693 | |
| FLUX.1 KontextN=12026.06 | 0.874 | — | — | 0.302 | — | 0.774 | — | |
| PRMN=32, Base Model=Step1X-Edit2026.06 | 0.874 | — | — | 0.307 | — | 0.762 | 565 | |
| TTS-EFN=32, Base Model=Step1X-Edit2026.06 | 0.873 | — | — | 0.306 | — | 0.758 | 348 | |
| AnyEditEditing Category=Implicit2024.11 | 0.867 | — | — | 0.289 | 0.13 | 0.733 | — | |
| MagicBrushEditing Category=Implicit2024.11 | 0.865 | — | — | 0.28 | 0.149 | 0.711 | — | |
| Step1X-EditN=12026.06 | 0.865 | — | — | 0.302 | — | 0.742 | — | |
| AnyEditEditing Category=Local2024.11 | 0.863 | — | — | 0.297 | 0.094 | 0.788 | — | |
| HIVEEditing Category=Implicit2024.11 | 0.862 | — | — | 0.284 | 0.137 | 0.728 | — | |
| UltraEditEditing Category=Implicit, Backbone=SD32024.11 | 0.856 | — | — | 0.281 | 0.135 | 0.703 | — | |
| HIVEEditing Category=Local2024.11 | 0.845 | — | — | 0.299 | 0.114 | 0.766 | — | |
| HIVEEditing Category=Camera Movement2024.11 | 0.838 | — | — | — | 0.171 | 0.739 | — | |
| AnyEditEditing Category=Camera Movement2024.11 | 0.833 | — | — | — | 0.11 | 0.745 | — | |
| UltraEditEditing Category=Local, Backbone=SD32024.11 | 0.831 | — | — | 0.308 | 0.112 | 0.731 | — | |
| MagicBrushEditing Category=Local2024.11 | 0.823 | — | — | 0.293 | 0.12 | 0.698 | — | |
| HIVE^WEditing Category=Implicit2024.11 | 0.821 | — | — | 0.284 | 0.161 | 0.635 | — | |
| HIVE^WEditing Category=Local2024.11 | 0.814 | — | — | 0.294 | 0.184 | 0.651 | — | |
| UltraEditEditing Category=Camera Movement, Backbone=SD32024.11 | 0.802 | — | — | — | 0.34 | 0.514 | — | |
| AnyEditEditing Category=Visual Prompt2024.11 | 0.801 | — | — | 0.258 | 0.145 | 0.628 | — | |
| InstructPix2PixEditing Category=Implicit2024.11 | 0.794 | — | — | 0.288 | 0.19 | 0.558 | — | |
| AnyEditEditing Category=Global2024.11 | 0.788 | — | — | 0.301 | 0.159 | 0.647 | — | |
| HIVEEditing Category=Global2024.11 | 0.787 | — | — | 0.294 | 0.253 | 0.576 | — | |
| HIVE^WEditing Category=Camera Movement2024.11 | 0.779 | — | — | — | 0.175 | 0.619 | — | |
| Null-TextEditing Category=Local2024.11 | 0.773 | — | — | 0.27 | 0.245 | 0.641 | — | |
| UltraEditEditing Category=Global, Backbone=SD32024.11 | 0.772 | — | — | 0.297 | 0.191 | 0.619 | — | |
| MagicBrushEditing Category=Camera Movement2024.11 | 0.765 | — | — | — | 0.17 | 0.589 | — | |
| HIVE^WEditing Category=Global2024.11 | 0.762 | — | — | 0.287 | 0.196 | 0.579 | — | |
| InstructPix2PixEditing Category=Local2024.11 | 0.753 | — | — | 0.274 | 0.164 | 0.562 | — | |
| Null-TextEditing Category=Global2024.11 | 0.753 | — | — | 0.277 | 0.27 | 0.613 | — | |
| InstructPix2PixEditing Category=Global2024.11 | 0.747 | — | — | 0.261 | 0.18 | 0.523 | — | |
| MagicBrushEditing Category=Global2024.11 | 0.731 | — | — | 0.278 | 0.233 | 0.493 | — | |
| Uni-controlnetEditing Category=Visual Prompt2024.11 | 0.717 | — | — | 0.249 | 0.26 | 0.442 | — | |
| InstructPix2PixEditing Category=Camera Movement2024.11 | 0.7 | — | — | — | 0.178 | 0.477 | — | |
| AnySDEvaluation Protocol=Multiple-choice comparison2024.11 | — | 42 | 36 | — | — | — | — | |
| HIVEEvaluation Protocol=Multiple-choice comparison2024.11 | — | 20 | 21 | — | — | — | — | |
| HIVE-i2024.11 | — | 0.47 | 0.48 | — | — | — | — | |
| HIVE-w2024.11 | — | 0.42 | 0.41 | — | — | — | — | |
| HIVE^WEvaluation Protocol=Multiple-choice comparison2024.11 | — | 15 | 17 | — | — | — | — | |
| MagicBrush2024.11 | — | 0.35 | 0.27 | — | — | — | — | |
| MagicBrushEvaluation Protocol=Multiple-choice comparison2024.11 | — | 10 | 9 | — | — | — | — | |
| UltraEdit (SD3)Backbone=Stable Diffusion 3 (SD3)2024.11 | — | 0.35 | 0.37 | — | — | — | — | |
| UltraEdit (SD3)Evaluation Protocol=Multiple-choice comparison2024.11 | — | 13 | 17 | — | — | — | — |