3D Talking Head Generation on DualTalk (test)
8.91FD (Expression)TIMAR
Evaluation Results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TIMAR2025.12 | 8.91 | 1.57 | 3.06 | 9.88 | 1.65 | 3.26 | 3.6 | 1.07 | 1.61 | 3.55 | 2.36 | 1.87 | 4.1 | 1.22 | 2.17 | — | — | — | — | — | |
| TIMARContext History (n)=72025.12 | 8.97 | 1.57 | 3.08 | 9.93 | 1.65 | 3.28 | 3.58 | 1.07 | 1.61 | 3.53 | 2.35 | 1.85 | 4.12 | 1.22 | 2.18 | — | — | — | — | — | |
| TIMARContext History (n)=32025.12 | 9.11 | 1.57 | 3.06 | 10.13 | 1.66 | 3.28 | 3.61 | 1.09 | 1.63 | 3.51 | 2.34 | 1.86 | 4.19 | 1.19 | 2.19 | — | — | — | — | — | |
| TIMARContext History (n)=12025.12 | 9.45 | 1.53 | 3.03 | 10.57 | 1.64 | 3.28 | 3.78 | 1.11 | 1.69 | 3.45 | 2.34 | 1.84 | 4.36 | 1.18 | 2.24 | — | — | — | — | — | |
| TIMARContext History (n)=02025.12 | 9.61 | 1.51 | 2.98 | 10.91 | 1.63 | 3.27 | 3.94 | 1.15 | 1.73 | 3.42 | 2.33 | 1.84 | 4.51 | 1.19 | 2.26 | — | — | — | — | — | |
| RSATalker2026.01 | 10.68 | 2,050 | 343 | 10.21 | 1,820 | 434 | 29.8 | 1,120 | 165 | — | — | — | — | — | — | — | — | — | — | — | |
| DualTalk†Context History (n)=72025.12 | 10.92 | 1.69 | 3.43 | 12.09 | 1.79 | 3.68 | 4.09 | 1.18 | 1.99 | 3.31 | 2.26 | 1.74 | 4.81 | 1.25 | 2.2 | — | — | — | — | — | |
| DualTalkvariant=re-trained model (†)2025.12 | 11.08 | 1.97 | 4.03 | 11.82 | 2.03 | 4.17 | 3.52 | 1.04 | 1.78 | 3.5 | 2.25 | 1.7 | 4.62 | 1.35 | 2.45 | — | — | — | — | — | |
| DualTalk2025.05 | 11.14 | 1.9 | 3.83 | 11.88 | 1.97 | 3.97 | 3.59 | 1.04 | 1.72 | 3.48 | 2.23 | 1.72 | 4.73 | 1.37 | 2.38 | — | — | — | — | — | |
| DualTalk2026.01 | 11.14 | 1,900 | 383 | 11.88 | 1,970 | 397 | 35.9 | 1,040 | 172 | — | — | — | — | — | — | — | — | — | — | — | |
| DualTalkvariant=official released checkpoint (*)2025.12 | 11.14 | 1.9 | 3.83 | 11.88 | 1.97 | 3.97 | 3.59 | 1.04 | 1.72 | 3.48 | 2.23 | 1.72 | 4.73 | 1.37 | 2.38 | — | — | — | — | — | |
| DualTalk†Context History (n)=32025.12 | 11.25 | 1.68 | 3.38 | 12.51 | 1.79 | 3.65 | 4.32 | 1.24 | 2.08 | 3.25 | 2.26 | 1.73 | 4.98 | 1.24 | 2.18 | — | — | — | — | — | |
| DualTalk*Context History (n)=72025.12 | 11.26 | 1.67 | 3.29 | 12.41 | 1.78 | 3.53 | 4.2 | 1.2 | 1.92 | 3.28 | 2.27 | 1.77 | 4.84 | 1.23 | 2.18 | — | — | — | — | — | |
| DualTalk*Context History (n)=32025.12 | 11.53 | 1.67 | 3.22 | 12.75 | 1.79 | 3.48 | 4.42 | 1.28 | 2 | 3.21 | 2.24 | 1.76 | 4.88 | 1.23 | 2.16 | — | — | — | — | — | |
| DualTalk†Context History (n)=12025.12 | 12.25 | 1.77 | 3.46 | 13.59 | 1.89 | 3.73 | 4.71 | 1.34 | 2.21 | 3.14 | 2.21 | 1.72 | 5.39 | 1.28 | 2.19 | — | — | — | — | — | |
| DualTalk*Context History (n)=12025.12 | 12.46 | 1.75 | 3.27 | 13.76 | 1.86 | 3.55 | 4.79 | 1.38 | 2.11 | 3.12 | 2.2 | 1.73 | 5.1 | 1.28 | 2.2 | — | — | — | — | — | |
| DualTalk*Context History (n)=02025.12 | 13.93 | 1.9 | 3.42 | 15.33 | 2.02 | 3.7 | 5.35 | 1.53 | 2.27 | 2.99 | 2.14 | 1.69 | 5.34 | 1.33 | 2.28 | — | — | — | — | — | |
| DualTalk†Context History (n)=02025.12 | 14.16 | 1.98 | 3.63 | 15.59 | 2.1 | 3.91 | 5.34 | 1.49 | 2.36 | 2.95 | 2.14 | 1.66 | 5.97 | 1.34 | 2.28 | — | — | — | — | — | |
| L2L2025.05 | 24.61 | 3.69 | 7.08 | 24.99 | 3.74 | 7.13 | 5.68 | 1.48 | 2.49 | 2.86 | 1.89 | 1.19 | 8.52 | 2.06 | 4.11 | — | — | — | — | — | |
| L2L2026.01 | 24.61 | 3,690 | 708 | 24.99 | 3,740 | 713 | 56.8 | 1,480 | 249 | — | — | — | — | — | — | — | — | — | — | — | |
| L2L2025.12 | 24.61 | 3.69 | 7.08 | 24.99 | 3.74 | 7.13 | 5.68 | 1.48 | 2.49 | 2.86 | 1.89 | 1.19 | 8.52 | 2.06 | 4.11 | — | — | — | — | — | |
| EmoTalk2025.05 | 29.86 | 4.33 | 7.54 | 30.2 | 4.36 | 7.58 | 6.88 | 1.76 | 2.59 | 2.86 | 1.72 | 0.98 | 9.89 | 2.19 | 4.94 | — | — | — | — | — | |
| EmoTalk2026.01 | 29.86 | 4,330 | 754 | 30.2 | 4,360 | 758 | 68.8 | 1,760 | 259 | — | — | — | — | — | — | — | — | — | — | — | |
| EmoTalk2025.12 | 29.86 | 4.33 | 7.54 | 30.2 | 4.36 | 7.58 | 6.88 | 1.76 | 2.59 | 2.86 | 1.72 | 0.98 | 9.89 | 2.19 | 4.94 | — | — | — | — | — | |
| DiffusionTalker2026.01 | 30.67 | 4,890 | 823 | 36.71 | 5,980 | 743 | 65.4 | 1,630 | 257 | — | — | — | — | — | — | — | — | — | — | — | |
| FaceFormer2025.05 | 34.9 | 5.4 | 8 | 34.9 | 5.4 | 8 | 6.97 | 1.8 | 2.67 | 0.54 | 0.36 | 0.5 | 13.05 | 2.41 | 5.27 | — | — | — | — | — | |
| FaceFormer2026.01 | 34.9 | 5,400 | 800 | 34.9 | 5,400 | 800 | 69.7 | 1,800 | 267 | — | — | — | — | — | — | — | — | — | — | — | |
| FaceFormer2025.12 | 34.9 | 5.4 | 8 | 34.9 | 5.4 | 8 | 6.97 | 1.8 | 2.67 | 0.54 | 0.36 | 0.5 | 13.05 | 2.41 | 5.27 | — | — | — | — | — | |
| SelfTalk2025.05 | 35.77 | 5.49 | 8.14 | 35.77 | 5.49 | 8.14 | 7.15 | 1.83 | 2.71 | 2.49 | 1.3 | 1.28 | 12.25 | 2.39 | 4.7 | — | — | — | — | — | |
| SelfTalk2026.01 | 35.77 | 5,490 | 814 | 35.77 | 5,490 | 814 | 71.5 | 1,830 | 271 | — | — | — | — | — | — | — | — | — | — | — | |
| SelfTalk2025.12 | 35.77 | 5.49 | 8.14 | 35.77 | 5.49 | 8.14 | 7.15 | 1.83 | 2.71 | 2.49 | 1.3 | 1.28 | 12.25 | 2.39 | 4.7 | — | — | — | — | — | |
| CodeTalker2025.05 | 48.57 | 6.89 | 10.74 | 48.57 | 6.89 | 10.74 | 9.71 | 2.29 | 3.58 | 0 | 0 | 0 | 11.06 | 2.33 | 5.11 | — | — | — | — | — | |
| CodeTalker2026.01 | 48.57 | 6,890 | 1,074 | 48.57 | 6,890 | 1,074 | 97.1 | 2,290 | 358 | — | — | — | — | — | — | — | — | — | — | — | |
| CodeTalker2025.12 | 48.57 | 6.89 | 10.74 | 48.57 | 6.89 | 10.74 | 9.71 | 2.29 | 3.58 | 0 | 0 | 0 | 11.06 | 2.33 | 5.11 | — | — | — | — | — | |
| DualTalk2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 7.94 | 1.95 | 2.84 | 42 | 2.47 | |
| EmbodiedHead2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 7.18 | 1.74 | 2.57 | 39 | 2.67 |