| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| real-world videos | VOID | Internal Physics Score3.66 | 21 | 15d ago | |
| Scene-Bench | UnderEraser | Removal Completeness7.915 | 16 | 16d ago | |
| ROSE Bench | SVOR | LPIPS0.0451 | 13 | 16d ago | |
| DAVIS | Object-WIPER | TokSim32.8 | 10 | 1mo ago | |
| DAVIS | Propainter | mPSNR36.12 | 9 | 1mo ago | |
| WIPER-Bench | Object-WIPER | TokSim33.09 | 9 | 1mo ago | |
| CAMERA-Bench | UnderEraser | PSNR28.0855 | 8 | 16d ago | |
| VOR-Wild without GT | EffectErase | QScore9.28 | 8 | 29d ago | |
| VOR-Eval with GT | EffectErase | PSNR23.75 | 8 | 29d ago | |
| ROSE-Benchmark with GT | EffectErase | PSNR32.161 | 8 | 29d ago | |
| Synthetic (Kubric + HUMOTO) (test) | VOID | PSNR31.49 | 7 | 15d ago | |
| BridgeRemoval-Bench | GenOmnimatte | CLIP-T0.2966 | 7 | 1mo ago | |
| DAVIS 2016 | GenOmnimatte | CLIP-T0.2814 | 7 | 1mo ago | |
| DAVIS (test) | ICVE | Motion Smoothness0.9803 | 7 | 1mo ago | |
| BridgeRemoval-Bench 1.0 (test) | ICVE | Motion Smoothness99.35 | 7 | 1mo ago | |
| DAVIS | Video Dynamics Prior | PSNR32.06 | 6 | 1mo ago | |
| RORD-50 | ROSE | LPIPS0.044 | 5 | 1mo ago | |
| DAVIS | DiffuEraser | mLPIPS0.0211 | 5 | 1mo ago | |
| DAVIS | SVOR | Erasure97.8 | 5 | 1mo ago | |
| Video Object Removal (test) | GenProp | CLIP-I Score0.9879 | 3 | 1mo ago | |
| DAVIS 30 videos | Average Ranking1.74 | 3 | 1mo ago |
