Object Removal on OBER (test)
33.04PSNRObjectClear
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ObjectClearMask Types=Object Mask2025.05 | 33.04 | 35.62 | 0.0342 | 0.0103 | — | — | |
| ObjectClear2025.11 | 32.98 | 35.14 | 0.035 | 0.01 | — | — | |
| OMNIALPHATraining Strategy=RL2025.11 | 31.389 | 32.903 | 0.095 | 0.016 | — | — | |
| OMNIALPHATraining Strategy=SFT2025.11 | 30.736 | 32.315 | 0.098 | 0.019 | — | — | |
| RevealLayerGuidance=Box2026.05 | 30.16 | — | 0.0694 | — | 0.9153 | 25.62 | |
| OmniPaintMask Types=Object Mask2025.05 | 29.06 | 30.04 | 0.0521 | 0.0152 | — | — | |
| AttentiveEraserGuidance=Effect-Mask2026.05 | 28.27 | — | 0.1166 | — | 0.8657 | 35.54 | |
| Attentive EraserMask Types=Object-Effect Mask2025.05 | 27.42 | 29.27 | 0.1114 | 0.0249 | — | — | |
| ObjectClear*Guidance=Effect-Mask2026.05 | 27.25 | — | 0.0875 | — | 0.7645 | 32.85 | |
| RORemMask Types=Object-Effect Mask2025.05 | 27.23 | 27.95 | 0.1042 | 0.0234 | — | — | |
| RORemGuidance=Effect-Mask2026.05 | 26.88 | — | 0.0978 | — | 0.7566 | 39.47 | |
| DesignEditMask Types=Object-Effect Mask2025.05 | 26.59 | 27.63 | 0.1777 | 0.0629 | — | — | |
| PowerPaintMask Types=Object-Effect Mask2025.05 | 26.2 | 27.41 | 0.1243 | 0.0409 | — | — | |
| SmartEraserGuidance=Effect-Mask2026.05 | 25.81 | — | 0.0931 | — | 0.7361 | 38.92 | |
| Attentive EraserMask Types=Object Mask2025.05 | 25.7 | 27.08 | 0.1201 | 0.0437 | — | — | |
| Attentive Eraser2025.11 | 25.7 | 27.08 | 0.12 | 0.044 | — | — | |
| PowerPaintGuidance=Effect-Mask2026.05 | 25.61 | — | 0.0997 | — | 0.7359 | 43.76 | |
| CLIPAwayMask Types=Object-Effect Mask2025.05 | 25.38 | 26.28 | 0.1039 | 0.0349 | — | — | |
| GeoRemoverMask Types=Object Mask2025.05 | 24.92 | 25.33 | 0.1976 | 0.067 | — | — | |
| DesignEditMask Types=Object Mask2025.05 | 24.63 | 25.48 | 0.187 | 0.0788 | — | — | |
| RORemMask Types=Object Mask2025.05 | 24.51 | 25.28 | 0.1288 | 0.046 | — | — | |
| RORem2025.11 | 24.51 | 25.28 | 0.129 | 0.046 | — | — | |
| OmniEraserMask Types=Object Mask2025.05 | 24.44 | 24.87 | 0.1783 | 0.0142 | — | — | |
| SDXL-INPMask Types=Object-Effect Mask2025.05 | 24.07 | 26.93 | 0.1296 | 0.0579 | — | — | |
| FreeComposeMask Types=Object-Effect Mask2025.05 | 23.39 | 25.15 | 0.1305 | 0.0629 | — | — | |
| FreeComposeMask Types=Object Mask2025.05 | 22.77 | 24.46 | 0.1393 | 0.069 | — | — | |
| PowerPaintMask Types=Object Mask2025.05 | 22.76 | 24.67 | 0.1544 | 0.0729 | — | — | |
| PowerPaint2025.11 | 22.76 | 24.67 | 0.154 | 0.073 | — | — | |
| SDXL-INPMask Types=Object Mask2025.05 | 22.42 | 25.77 | 0.1428 | 0.0771 | — | — | |
| SDXL-INP2025.11 | 22.42 | 25.77 | 0.143 | 0.077 | — | — | |
| CLIPAwayMask Types=Object Mask2025.05 | 22.32 | 24.05 | 0.1357 | 0.0765 | — | — | |
| BrushNetMask Types=Object Mask2025.05 | 21.19 | 24.38 | 0.1822 | 0.1123 | — | — | |
| BrushNetMask Types=Object-Effect Mask2025.05 | 20.96 | 23.69 | 0.2052 | 0.118 | — | — |