Talking Head Generation on CelebV-HQ
0FIDGround Truth
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Ground Truth2026.05 | 0 | — | — | — | — | — | — | — | — | — | 100 | 6.97 | |
| HighSync2026.05 | 8.15 | — | — | — | — | — | — | — | — | — | 84 | 6.75 | |
| MuseTalk2026.05 | 8.37 | — | — | — | — | — | — | — | — | — | 84 | 4.85 | |
| LatentSync2026.05 | 10.12 | — | — | — | — | — | — | — | — | — | 83 | 6.51 | |
| VideoReTalking2026.05 | 15.68 | — | — | — | — | — | — | — | — | — | 79 | 6.35 | |
| Wav2Lip2026.05 | 16.18 | — | — | — | — | — | — | — | — | — | 78 | 6.43 | |
| Diff2Lip2026.05 | 16.98 | — | — | — | — | — | — | — | — | — | 74 | 6.12 | |
| Dimitra++Resolution=512x5122025.11 | 64.51 | 4.4 | 3.47 | 12.37 | 9.38 | 3.55 | 98.42 | 99.68 | — | — | — | — | |
| DimitraResolution=256x2562025.11 | 67.48 | 4.31 | 3.39 | 18.08 | 9.7 | 3.1 | 96.96 | 99.68 | — | — | — | — | |
| AniPortraitResolution=512x5122025.11 | 69.98 | 5.13 | 4.14 | 12.13 | 11.2 | 1.3 | 98.5 | 99.61 | — | — | — | — | |
| SadTalkerResolution=256x2562025.11 | 75.13 | 5.19 | 4.28 | 8.56 | 9.65 | 3.45 | 98.87 | 99.6 | — | — | — | — | |
| StyleTalkerResolution=256x2562025.11 | 75.67 | 4.81 | 3.81 | 4.11 | 10.28 | 2.3 | 99.63 | 99.77 | — | — | — | — | |
| DreamTalkResolution=256x2562025.11 | 77.78 | 4.79 | 3.8 | 4.06 | 9.09 | 3.19 | 99.51 | 99.73 | — | — | — | — | |
| Wav2LipResolution=256x2562025.11 | 78.95 | 5.5 | 4.29 | 4.73 | 6.63 | 6.55 | 99.68 | 99.79 | — | — | — | — | |
| EchoMimicResolution=512x5122025.11 | 99.29 | 4.42 | 3.55 | 13.41 | 9.54 | 3.51 | 97.76 | 99.33 | — | — | — | — | |
| Dimitra++Comparison Baseline=Wav2lips2025.11 | — | — | — | — | — | — | — | — | 88.3 | 11.7 | — | — | |
| Dimitra++Comparison Baseline=Styletalk2025.11 | — | — | — | — | — | — | — | — | 95 | 5 | — | — | |
| Dimitra++Comparison Baseline=Sadtalker2025.11 | — | — | — | — | — | — | — | — | 96.7 | 3.3 | — | — | |
| Dimitra++Comparison Baseline=Dreamtalk2025.11 | — | — | — | — | — | — | — | — | 80 | 20 | — | — | |
| Dimitra++Comparison Baseline=AniPortrait2025.11 | — | — | — | — | — | — | — | — | 95 | 5 | — | — | |
| Dimitra++Comparison Baseline=EchoMimic2025.11 | — | — | — | — | — | — | — | — | 68.3 | 31.7 | — | — | |
| GT2025.11 | — | — | — | 24.28 | 8.71 | 4.18 | 95.89 | 99.35 | — | — | — | — |