Portrait Animation (Cross-reenactment) on FFHQ source + VFHQ driving (test)
0.827CSIMLIA-X
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LIA-XArchitecture Type=Non-diffusion based2026.03 | 0.827 | 27.6757 | 1.2581 | 0.2083 | |
| FantasyPortraitArchitecture Type=Diffusion-based2026.03 | 0.7694 | 18.581 | 0.9745 | 0.1475 | |
| FYEArchitecture Type=Diffusion-based2026.03 | 0.7187 | 15.4403 | 1.1178 | 0.0482 | |
| PerformRecastArchitecture Type=Ours2026.03 | 0.6966 | 10.9564 | 0.7025 | 0.0303 | |
| AniPortraitArchitecture Type=Diffusion-based2026.03 | 0.6894 | 18.6912 | 1.117 | 0.0444 | |
| GAGAvatarArchitecture Type=Non-diffusion based2026.03 | 0.6871 | 12.2879 | 0.8144 | 0.0256 | |
| Portrait4D-v2Architecture Type=Non-diffusion based2026.03 | 0.6702 | 13.4384 | 0.8385 | 0.0321 | |
| LivePortraitArchitecture Type=Non-diffusion based2026.03 | 0.6595 | 12.6259 | 0.8264 | 0.0295 | |
| X-NeMoArchitecture Type=Diffusion-based2026.03 | 0.6555 | 12.8173 | 0.7997 | 0.028 | |
| Hunyuan-PortraitArchitecture Type=Diffusion-based2026.03 | 0.5939 | 17.7903 | 0.9142 | 0.0899 | |
| SkyReels-A1Architecture Type=Diffusion-based2026.03 | 0.5856 | 21.6549 | 1.0562 | 0.1058 | |
| Wan-AnimateArchitecture Type=Diffusion-based2026.03 | 0.5812 | 14.7004 | 0.9231 | 0.0405 | |
| ReliPAArchitecture Type=Diffusion-based2026.03 | 0.553 | 28.4037 | 1.2146 | 0.199 | |
| EDTalkArchitecture Type=Non-diffusion based2026.03 | 0.5435 | 22.5909 | 1.018 | 0.0531 | |
| AvatarArtistArchitecture Type=Diffusion-based2026.03 | 0.5073 | 14.8549 | 0.9374 | 0.0338 | |
| VACEArchitecture Type=Diffusion-based2026.03 | 0.4001 | 19.5828 | 0.9737 | 0.0396 | |
| EMOPortraitArchitecture Type=Non-diffusion based2026.03 | 0.3483 | 10.3905 | 0.8012 | 0.0245 | |
| PD-FGCArchitecture Type=Non-diffusion based2026.03 | 0.2181 | 15.0314 | 0.8988 | 0.0417 |