| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| EMH benchmark | CogPortrait | BRISQUE32.73 | 11 | 6d ago | |
| HDTF same-identity reconstruction | SadTalker | HPF3.423 | 6 | 8d ago | |
| HDTF cross ID reenactment | EchoMimic | HPF3.268 | 6 | 8d ago | |
| TalkingHead-1KH Cross-identity | Ours | CSIM0.772 | 6 | 3mo ago | |
| TalkingHead-1KH Same-identity | Ours | PSNR23.239 | 6 | 3mo ago | |
| VFHQ (Cross-identity) | HiDe-NeRF | CSIM70.7 | 6 | 3mo ago | |
| VFHQ Same-identity | Export3D | PSNR23.555 | 6 | 3mo ago | |
| Cross-Reenactment (test) | DeX-Portrait | CSIM0.623 | 6 | 3mo ago | |
| Self-Reenactment (test) | DeX-Portrait | PSNR28.59 | 6 | 3mo ago | |
| VFHQ Same-identity with background (test) | Export3D | PSNR23.555 | 4 | 3mo ago | |
| Human evaluation (test) | Lip-sync Score4.78 | 4 | 3mo ago | ||
| Disentangled-Reenactment (test) | DeX-Portrait | CSIM63.1 | 4 | 3mo ago | |
| User Study 30 samples (curated) | FlashPortrait | L-A Score95.4 | 4 | 3mo ago |
