Object Removal on RORD (val)
26.4PSNRObjectClear
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ObjectClear2025.11 | 26.4 | 30.75 | 0.08 | 0.035 | — | — | — | — | |
| OMNIALPHATraining Strategy=RL2025.11 | 26.315 | 29.367 | 0.147 | 0.046 | — | — | — | — | |
| ObjectClearMask Types=Object Mask2025.05 | 26.24 | 29.78 | 0.1157 | 0.0299 | — | — | — | — | |
| OMNIALPHATraining Strategy=SFT2025.11 | 26.214 | 29.005 | 0.141 | 0.036 | — | — | — | — | |
| ObjectClearLatency (s)=8.692026.06 | 25.633 | — | 0.1234 | — | 26.3523 | 0.1456 | 84.62 | 33.23 | |
| OSORLatency (s)=0.62, Backbone=FLUX2026.06 | 25.613 | — | 0.1154 | — | 28.1271 | 0.1016 | 81.63 | 23.24 | |
| GeoRemoverMask Types=Object Mask2025.05 | 24.38 | 26.47 | 0.1924 | 0.0575 | — | — | — | — | |
| OSORLatency (s)=0.42, Backbone=SDXL2026.06 | 23.826 | — | 0.1797 | — | 35.6523 | 0.1858 | 68.23 | 26.24 | |
| AttentiveEraserLatency (s)=8.682026.06 | 23.08 | — | 0.1688 | — | 34.9941 | 0.1822 | 69.95 | 35.58 | |
| OmniPaintLatency (s)=16.512026.06 | 23.078 | — | 0.1147 | — | 28.1457 | 0.0675 | 78.48 | 37.54 | |
| OmniPaintMask Types=Object Mask2025.05 | 22.75 | 24.66 | 0.1178 | 0.0354 | — | — | — | — | |
| RORemMask Types=Object Mask2025.05 | 22.49 | 24.1 | 0.2943 | 0.0634 | — | — | — | — | |
| RORem2025.11 | 22.49 | 24.1 | 0.294 | 0.063 | — | — | — | — | |
| Attentive EraserMask Types=Object Mask2025.05 | 22.17 | 24.59 | 0.1883 | 0.0643 | — | — | — | — | |
| Attentive Eraser2025.11 | 22.17 | 24.59 | 0.188 | 0.064 | — | — | — | — | |
| DesignEditMask Types=Object Mask2025.05 | 22.09 | 24.26 | 0.2501 | 0.1021 | — | — | — | — | |
| OmniEraserLatency (s)=25.992026.06 | 21.881 | — | 0.2183 | — | 43.4599 | 0.2395 | 65.37 | 37.88 | |
| OmniEraserMask Types=Object Mask2025.05 | 21.79 | 22.98 | 0.2195 | 0.0542 | — | — | — | — | |
| RORemMask Types=Object-Effect Mask2025.05 | 21.61 | 23.11 | 0.3224 | 0.0767 | — | — | — | — | |
| PowerPaintMask Types=Object Mask2025.05 | 21.46 | 24.62 | 0.1801 | 0.0648 | — | — | — | — | |
| PowerPaint2025.11 | 21.46 | 24.62 | 0.18 | 0.065 | — | — | — | — | |
| DesignEditMask Types=Object-Effect Mask2025.05 | 20.69 | 22.49 | 0.2946 | 0.12 | — | — | — | — | |
| FLUX-FillLatency (s)=24.802026.06 | 20.587 | — | 0.1818 | — | 111.9136 | 0.5451 | 81.27 | 56.07 | |
| CLIPAwayMask Types=Object Mask2025.05 | 20.58 | 23.21 | 0.277 | 0.0785 | — | — | — | — | |
| FreeComposeMask Types=Object Mask2025.05 | 20.39 | 22.91 | 0.3015 | 0.0897 | — | — | — | — | |
| Attentive EraserMask Types=Object-Effect Mask2025.05 | 20.33 | 21.98 | 0.2545 | 0.1015 | — | — | — | — | |
| SDXL-INPMask Types=Object Mask2025.05 | 20.23 | 24.83 | 0.2042 | 0.0868 | — | — | — | — | |
| SDXL-INP2025.11 | 20.23 | 24.83 | 0.204 | 0.087 | — | — | — | — | |
| PowerPaintMask Types=Object-Effect Mask2025.05 | 19.87 | 21.98 | 0.2303 | 0.0776 | — | — | — | — | |
| FreeComposeMask Types=Object-Effect Mask2025.05 | 19.67 | 21.72 | 0.3316 | 0.111 | — | — | — | — | |
| CLIPAwayLatency (s)=4.952026.06 | 19.665 | — | 0.2952 | — | 81.5943 | 0.9031 | 58.5 | 56.62 | |
| SDXL-INPMask Types=Object-Effect Mask2025.05 | 19.39 | 22.98 | 0.2432 | 0.1024 | — | — | — | — | |
| CLIPAwayMask Types=Object-Effect Mask2025.05 | 18.87 | 20.78 | 0.3328 | 0.0969 | — | — | — | — | |
| BrushNetMask Types=Object Mask2025.05 | 18.06 | 23.44 | 0.2757 | 0.1821 | — | — | — | — | |
| SDXL-INPLatency (s)=6.382026.06 | 17.398 | — | 0.3234 | — | 88.0085 | 0.7111 | 64.69 | 57.88 | |
| BrushNetMask Types=Object-Effect Mask2025.05 | 16.82 | 18.87 | 0.3434 | 0.1692 | — | — | — | — |