Point-based video object insertion on DAVIS (test)
81.13Acc PosPoint2Insert
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Point2InsertMethod Category=Mask-based2026.02 | 81.13 | 96.87 | 93.19 | 5.39 | 29.51 | 0.8592 | 0.0449 | 25.55 | 23.68 | 96.86 | 0.0625 | |
| VideoPainterMethod Category=Mask-based2026.02 | 68.36 | 88.7 | 226.38 | 9.02 | 25.5 | 0.8142 | 0.08 | 24.99 | 23.36 | 96.49 | 0.0631 | |
| SenoritaMethod Category=Mask-based2026.02 | 49.63 | 94.73 | 225.28 | 6.98 | 26.94 | 0.8201 | 0.0729 | 24.85 | 23.66 | 96.76 | 0.0602 | |
| DittoMethod Category=Instruction-based2026.02 | 22.07 | 81.99 | 5,179.42 | 53.47 | 12.28 | 0.4298 | 0.3633 | 21.95 | 22.01 | 97.41 | 0.0719 | |
| LucyMethod Category=Instruction-based2026.02 | 16.19 | 89.29 | 449.69 | 11.7 | 23.09 | 0.7441 | 0.1332 | 24.2 | 22.92 | 96.21 | 0.0697 | |
| VaceMethod Category=Mask-based2026.02 | 16.04 | 94.87 | 140.88 | 6.4 | 28.22 | 0.8444 | 0.0521 | 24.74 | 22.74 | 96.82 | 0.0628 | |
| UniVideoMethod Category=Instruction-based2026.02 | 15.73 | 84.87 | 2,419.2 | 29.22 | 16.29 | 0.5054 | 0.2434 | 24.08 | 23.39 | 96.82 | 0.0645 | |
| ICVEMethod Category=Instruction-based2026.02 | 14.65 | 90.39 | 848.6 | 15.39 | 23.23 | 0.7328 | 0.1269 | 24.48 | 22.99 | 95.91 | 0.0932 | |
| VideoCoFMethod Category=Instruction-based2026.02 | 8.15 | 93.51 | 341.8 | 12.2 | 23.95 | 0.8184 | 0.0722 | 24.05 | 22.42 | 96.27 | 0.0577 |