Video Matting on V-HIM60 Medium
3.64GradSAM2Matting (SAM3)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SAM2Matting (SAM3)zero-shot=true2026.06 | 3.64 | — | 5.92 | 4.23 | — | 11.77 | |
| SAM2Matting (SAM2.1-T)zero-shot=true2026.06 | 4.61 | — | 7.78 | 5.01 | — | 13.76 | |
| SAM2Matting (SAM2.1-B+)zero-shot=true2026.06 | 4.74 | — | 7.28 | 4.89 | — | 13.71 | |
| MaGGIeInput type=Frame-by-frame binary mask, Retrained on I-HIM50K and V-HIM50K=true2024.04 | 6.31 | 13.85 | 5.11 | 23.63 | 38.12 | — | |
| MaGGIeVenue=CVPR’242026.06 | 6.31 | 13.85 | 5.11 | 23.63 | — | — | |
| MatAnyone2Venue=CVPR’262026.06 | 6.36 | 15.12 | 5.43 | 4.5 | — | 5.86 | |
| MGM*-TCVOMInput type=Frame-by-frame binary mask, Retrained on I-HIM50K and V-HIM50K=true, Variant=stacked guidance masks2024.04 | 6.47 | 13.76 | 5.02 | 23.99 | 42.71 | — | |
| MGM-TCVOMInput type=Frame-by-frame binary mask, Retrained on I-HIM50K and V-HIM50K=true2024.04 | 7.17 | 14.76 | 5.41 | 23.39 | 39.22 | — | |
| InstMattInput type=Frame-by-frame binary mask, Retrained on I-HIM50K and V-HIM50K=true2024.04 | 7.21 | 19.34 | 6.02 | 24.98 | 54.27 | — | |
| InstMattVenue=CVPR’222026.06 | 7.21 | 19.34 | 6.02 | 24.98 | — | — | |
| SparseMatInput type=Frame-by-frame binary mask, Retrained on I-HIM50K and V-HIM50K=true2024.04 | 8.03 | 18.2 | 6.87 | 30.19 | 85.79 | — | |
| SparseMatVenue=CVPR’232026.06 | 8.03 | 18.2 | 6.87 | 30.19 | — | — | |
| MatAnyoneVenue=CVPR’252026.06 | 9.03 | 29.95 | 12.28 | 5.98 | — | 19.72 | |
| OTVMInput type=First-frame trimap, Retrained on I-HIM50K and V-HIM50K=true2024.04 | 10.19 | 48.59 | 17.03 | 36.06 | 80.38 | — | |
| FTP-VMInput type=First-frame trimap, Retrained on I-HIM50K and V-HIM50K=false2024.04 | 12.18 | 40.46 | 15.13 | 32.96 | 125.73 | — | |
| FTP-VMInput type=First-frame trimap, Retrained on I-HIM50K and V-HIM50K=true2024.04 | 12.39 | 26.86 | 9.95 | 32.64 | 126.14 | — | |
| FTP-VMVenue=CVPR’232026.06 | 12.39 | 26.86 | 9.95 | 32.64 | — | — | |
| OTVMInput type=First-frame trimap, Retrained on I-HIM50K and V-HIM50K=false2024.04 | 21.02 | 247.97 | 97.74 | 66.09 | 587.47 | — |