Precise Video Instance Insertion on PISCO-Bench Foreground
75FVDPISCO
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PISCOModel Scale=14B, Conditioning Frame Setting=Five Frames2026.02 | 75 | 0.015 | 35.94 | 98 | |
| PISCOModel Scale=1.3B, Conditioning Frame Setting=Five Frames2026.02 | 104 | 0.018 | 35.07 | 98 | |
| PISCOModel Scale=14B, Conditioning Frame Setting=First + Last2026.02 | 138 | 0.022 | 33.58 | 98 | |
| PISCOModel Scale=1.3B, Conditioning Frame Setting=First + Last2026.02 | 171 | 0.024 | 32.99 | 98 | |
| PISCOModel Scale=14B, Conditioning Frame Setting=First Only2026.02 | 222 | 0.029 | 30.61 | 97 | |
| PISCOModel Scale=1.3B, Conditioning Frame Setting=First Only2026.02 | 243 | 0.029 | 30.51 | 98 | |
| Image Editing + I2V GenerationConditioning Frame Setting=First + Last2026.02 | 250 | 0.03 | 30.38 | 98 | |
| VACEModel Scale=14B, Pipeline Category=Video-to-Video Editing2026.02 | 273 | 0.028 | 30.55 | 98 | |
| Image Editing + I2V GenerationConditioning Frame Setting=First Only2026.02 | 297 | 0.03 | 30.24 | 97 | |
| UniVideoPipeline Category=Video-to-Video Editing2026.02 | 310 | 0.031 | 29.21 | 97 | |
| VideoPainterPipeline Category=Video Inpainting2026.02 | 384 | 0.035 | 29.27 | 97 | |
| CoCoCoPipeline Category=Video Inpainting2026.02 | 398 | 0.031 | 30.26 | 97 |