Precise Video Instance Insertion on PISCO-Bench Whole Video
136FVDPISCO
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PISCOModel Scale=14B, Conditioning Frame Setting=Five Frames2026.02 | 136 | 0.084 | 28.01 | 0.9 | |
| PISCOModel Scale=1.3B, Conditioning Frame Setting=Five Frames2026.02 | 172 | 0.089 | 28.53 | 0.89 | |
| PISCOModel Scale=14B, Conditioning Frame Setting=First + Last2026.02 | 204 | 0.097 | 26.58 | 0.89 | |
| PISCOModel Scale=1.3B, Conditioning Frame Setting=First + Last2026.02 | 269 | 0.103 | 27.01 | 0.88 | |
| PISCOModel Scale=14B, Conditioning Frame Setting=First Only2026.02 | 337 | 0.116 | 24.81 | 0.88 | |
| VACEModel Scale=14B, Pipeline Category=Video-to-Video Editing2026.02 | 371 | 0.103 | 25.55 | 0.88 | |
| PISCOModel Scale=1.3B, Conditioning Frame Setting=First Only2026.02 | 398 | 0.121 | 25.35 | 0.87 | |
| UniVideoPipeline Category=Video-to-Video Editing2026.02 | 485 | 0.211 | 19.22 | 0.61 | |
| VideoPainterPipeline Category=Video Inpainting2026.02 | 524 | 0.154 | 23.11 | 0.78 | |
| CoCoCoPipeline Category=Video Inpainting2026.02 | 590 | 0.191 | 23.62 | 0.8 | |
| Image Editing + I2V GenerationConditioning Frame Setting=First + Last2026.02 | 624 | 0.392 | 16.44 | 0.56 | |
| Image Editing + I2V GenerationConditioning Frame Setting=First Only2026.02 | 826 | 0.451 | 15.47 | 0.55 |