Emotional Talking Head Generation on MEAD Intra-ID
9.452Fidelity: NeutralDSM
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DSMMetric Group=LSE-D↓, Backbone=DSM2026.04 | 9.452 | — | 9.531 | — | 9.835 | 9.272 | 9.676 | 9.664 | 9.594 | 9.226 | 9.531 | |
| ASCCL (Conf.)Metric Group=LSE-D↓, Backbone=DSM2026.04 | 9.342 | — | 9.426 | — | 9.656 | 9.108 | 9.695 | 9.563 | 9.487 | 9.131 | 9.426 | |
| Ours_CMMetric Group=LSE-D↓, Backbone=DSM2026.04 | 9.3 | — | 9.281 | — | 9.51 | 9.1 | 9.42 | 9.28 | 9.31 | 9.05 | 9.281 | |
| Ours_VDMetric Group=LSE-D↓, Backbone=DSM2026.04 | 9.242 | — | 9.235 | — | 9.45 | 9.05 | 9.35 | 9.32 | 9.25 | 8.98 | 9.235 | |
| DSMMetric Group=FAD↓, Backbone=DSM2026.04 | 2.572 | 2.152 | — | — | 2.156 | 2.125 | 2.364 | 1.951 | 1.985 | 1.908 | 2.152 | |
| Ours_CMMetric Group=FAD↓, Backbone=DSM2026.04 | 1.51 | 1.674 | — | — | 1.81 | 1.75 | 1.92 | 1.56 | 1.62 | 1.55 | 1.674 | |
| ASCCL (Conf.)Metric Group=FAD↓, Backbone=DSM2026.04 | 1.476 | 1.875 | — | — | 2.183 | 2.033 | 2.092 | 1.753 | 1.794 | 1.794 | 1.875 | |
| Ours_VDMetric Group=FAD↓, Backbone=DSM2026.04 | 1.45 | 1.617 | — | — | 1.72 | 1.685 | 1.85 | 1.58 | 1.555 | 1.48 | 1.617 | |
| Ours_CMMetric Group=CSIM↑, Backbone=DSM2026.04 | 0.882 | — | — | 0.908 | 0.898 | 0.892 | 0.905 | 0.925 | 0.92 | 0.932 | 0.908 | |
| Ours_VDMetric Group=CSIM↑, Backbone=DSM2026.04 | 0.875 | — | — | 0.899 | 0.885 | 0.88 | 0.89 | 0.918 | 0.925 | 0.92 | 0.899 | |
| ASCCL (Conf.)Metric Group=CSIM↑, Backbone=DSM2026.04 | 0.87 | — | — | 0.895 | 0.88 | 0.878 | 0.887 | 0.916 | 0.917 | 0.916 | 0.895 | |
| DSMMetric Group=CSIM↑, Backbone=DSM2026.04 | 0.806 | — | — | 0.806 | 0.78 | 0.815 | 0.79 | 0.815 | 0.821 | 0.818 | 0.806 | |
| ASCCLBackbone=ICface2026.04 | — | 6.672 | 9.431 | 0.801 | — | — | — | — | — | — | — | |
| ASCCLBackbone=NED2026.04 | — | 1.234 | 9.34 | 0.9 | — | — | — | — | — | — | — | |
| BaselineBackbone=ICface2026.04 | — | 6.795 | 10.083 | 0.775 | — | — | — | — | — | — | — | |
| BaselineBackbone=NED2026.04 | — | 2.108 | 9.454 | 0.831 | — | — | — | — | — | — | — | |
| Ours_CMBackbone=ICface2026.04 | — | 6.651 | 9.412 | 0.81 | — | — | — | — | — | — | — | |
| Ours_CMBackbone=NED2026.04 | — | 1.103 | 9.33 | 0.916 | — | — | — | — | — | — | — | |
| Ours_VDBackbone=ICface2026.04 | — | 6.634 | 9.411 | 0.806 | — | — | — | — | — | — | — | |
| Ours_VDBackbone=NED2026.04 | — | 1.077 | 9.335 | 0.914 | — | — | — | — | — | — | — |