Object Compositing on DreamBooth (test)
64.82Fidelity ScoreIMPRINT
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| IMPRINTBackground Masking=true2024.03 | 64.82 | — | 85.813 | 86.589 | — | 59.29 | — | — | |
| AnyDoorBackground Masking=true2024.03 | 35.18 | — | 83.563 | 83.598 | — | 40.71 | — | — | |
| OmniPaint2026.03 | 19 | — | — | — | — | — | 17.3 | 10.9 | |
| AnyDoor2026.03 | 18.4 | — | — | — | — | — | 14.1 | 12.3 | |
| InsertAnything2026.03 | 18.4 | — | — | — | — | — | 16 | 12.3 | |
| PICS2026.03 | 17.7 | — | — | — | — | — | 17.7 | 22.5 | |
| ControlCom2026.03 | 15.2 | — | — | — | — | — | 12.2 | 13 | |
| ObjectStitch2026.03 | 7.59 | — | — | — | — | — | 12.8 | 15.9 | |
| PbE2026.03 | 2.53 | — | — | — | — | — | 5.13 | 8.7 | |
| FreeCompose2026.03 | 1.27 | — | — | — | — | — | 2.56 | 4.35 | |
| IMPRINT2024.03 | — | — | 77.0625 | 43.4463 | 0.2898 | — | — | — | |
| ObjectStitch2024.03 | — | — | 73.625 | 32.9739 | 0.4297 | — | — | — | |
| Paint-by-ExampleFine-tuned=on second-stage training set2024.03 | — | — | 71.5 | 31.3765 | 0.4954 | — | — | — | |
| TF-ICONMode=same domain, Caption source=BLIP2 with manual refinement2024.03 | — | — | 75.125 | 39.2863 | 0.3661 | — | — | — |