Instance Insertion on VBench official (test)
94.63Background ConsistencyCoCoCo
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| CoCoCoCategory=Video Inpainting2026.02 | 94.63 | 89.55 | 47.81 | 55.76 | 98.67 | 14.61 | 97.69 | 14.61 | 64.17 | |
| VideoPainterCategory=Video Inpainting2026.02 | 94.51 | 89.14 | 47.82 | 57.68 | 98.97 | 13.85 | 97.77 | 13.85 | 64.2 | |
| PISCOModel Scale=14B, Reference Setting=Five Frames2026.02 | 94.42 | 91.98 | 51.45 | 62.87 | 98.89 | 15.82 | 97.34 | 15.57 | 66.04 | |
| PISCOModel Scale=1.3B, Reference Setting=Five Frames2026.02 | 94.23 | 91.45 | 50.01 | 62.09 | 98.86 | 15.61 | 97.67 | 15.61 | 65.89 | |
| VACEModel Scale=14B, Category=Video-to-Video Editing2026.02 | 94.21 | 90.29 | 48.69 | 60.95 | 98.9 | 14.87 | 97.56 | 14.87 | 65.04 | |
| PISCOModel Scale=14B, Reference Setting=First + Last2026.02 | 94.2 | 91.57 | 50.08 | 62 | 98.79 | 15.64 | 97.21 | 15.64 | 65.64 | |
| PISCOModel Scale=1.3B, Reference Setting=First + Last2026.02 | 94.07 | 91.33 | 49.48 | 61.18 | 98.86 | 15.58 | 97.51 | 15.58 | 65.45 | |
| UniVideoCategory=Video-to-Video Editing2026.02 | 94.04 | 89.88 | 49.41 | 60.84 | 98.8 | 15.51 | 97.01 | 15.92 | 65.18 | |
| PISCOModel Scale=14B, Reference Setting=First Only2026.02 | 93.84 | 87.26 | 48.24 | 60.8 | 98.79 | 15.14 | 97.26 | 15.14 | 64.56 | |
| PISCOModel Scale=1.3B, Reference Setting=First Only2026.02 | 93.72 | 87.16 | 47.7 | 60.67 | 98.85 | 14.92 | 97.54 | 14.92 | 64.43 | |
| Image Editing + I2V GenerationReference Setting=First + Last2026.02 | 92.28 | 85.09 | 49.47 | 59.71 | 98.18 | 15.58 | 96.26 | 15.58 | 64.02 | |
| Image Editing + I2V GenerationReference Setting=First Only2026.02 | 91.43 | 83.86 | 48.83 | 59.01 | 97.89 | 15.11 | 95.89 | 15.11 | 63.39 |