Facial Expression Editing on MetaHuman-based benchmark Replacement Mode (test)
29.2724PSNROurs
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| OursMode=Replacement Mode2026.03 | 29.2724 | 91.41 | 0.0474 | 0.014 | 76.13 | 9.1217 | 0.4986 | 0.0122 | 12.0138 | 102.9898 | |
| Ours (w/o T-S)Mode=Replacement Mode, Ablation=Without Boundary Alignment Module (referenced as w/o T-S or w/o BAM)2026.03 | 27.7346 | 89.76 | 0.0583 | 0.0166 | 73.95 | 8.847 | 0.5749 | 0.0147 | 14.4061 | 136.4097 | |
| LivePortraitMode=Replacement Mode2026.03 | 27.7296 | 89.89 | 0.0591 | 0.0183 | 74.94 | 10.4746 | 0.6098 | 0.0162 | 14.3562 | 165.1011 | |
| Ours (KT of LP)Mode=Replacement Mode, Ablation=Keypoints Transformation of LivePortrait2026.03 | 27.0623 | 89.08 | 0.0968 | 0.018 | 75.12 | 8.7438 | 0.5733 | 0.0144 | 27.6785 | 288.8396 | |
| Ours (w/o FLAME loss)Mode=Replacement Mode, Ablation=Without FLAME loss2026.03 | 24.9869 | 87.26 | 0.0805 | 0.0224 | 72.68 | 9.9748 | 0.6625 | 0.0324 | 18.3957 | 188.1082 | |
| SkyReels-A1Mode=Replacement Mode2026.03 | 24.9051 | 85.86 | 0.1622 | 0.0418 | 71.63 | 13.0791 | 0.7157 | 0.0155 | 50.2007 | 1,249.7021 | |
| FantasyPortraitMode=Replacement Mode2026.03 | 23.9456 | 82.04 | 0.1883 | 0.0349 | 73.38 | 16.7765 | 0.7953 | 0.0168 | 60.4381 | 606.6303 | |
| Wan-AnimateMode=Replacement Mode2026.03 | 22.8196 | 80.21 | 0.1319 | 0.0467 | 61.4 | 11.9722 | 0.7002 | 0.0238 | 28.1003 | 849.2188 | |
| Hunyuan-PortraitMode=Replacement Mode2026.03 | 22.4287 | 79.24 | 0.1691 | 0.0423 | 73.64 | 10.4001 | 0.6608 | 0.0348 | 38.5997 | 1,925.0654 | |
| Act-TwoMode=Replacement Mode2026.03 | 20.8344 | 79.13 | 0.1634 | 0.0459 | 68.19 | 15.9618 | 0.7901 | 0.0723 | 36.1933 | 322.0726 |