Co-speech 3D Gesture Synthesis on BEAT2 (test)
3.19FGD3DGesPolicy
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| 3DGesPolicyExpression Modality=true, Gesture Modality=true2026.01 | 3.19 | — | 14.03 | 7.02 | 2.2 | |
| SemTalk2024.12 | 4.278 | 7.77 | 12.91 | 6.153 | 6.938 | |
| MambaTalkSynthesis Category=Holistic Gesture Synthesis2024.03 | 5.366 | 7.812 | 13.05 | 6.289 | 6.897 | |
| MambaTalkExpression Modality=true, Gesture Modality=true2026.01 | 5.366 | — | 13.05 | 6.289 | 6.897 | |
| EMAGEVenue=CVPR 2024, Synthesis Category=Holistic Gesture Synthesis2024.03 | 5.512 | 7.724 | 13.06 | 7.68 | 7.556 | |
| EMAGE2024.12 | 5.512 | 7.724 | 13.06 | 7.68 | 7.556 | |
| EMAGEExpression Modality=true, Gesture Modality=true2026.01 | 5.512 | — | 13.06 | 7.68 | 7.556 | |
| TalkShowVenue=CVPR 2023, Synthesis Category=Holistic Gesture Synthesis2024.03 | 6.209 | 6.947 | 13.47 | 7.791 | 7.771 | |
| TalkSHOW2024.12 | 6.209 | 6.947 | 13.47 | 7.791 | 7.771 | |
| TalkSHOWExpression Modality=true, Gesture Modality=true2026.01 | 6.209 | — | 13.47 | 7.791 | 7.771 | |
| CaMNVenue=ECCV 2022, Synthesis Category=Non-facial Gesture Synthesis2024.03 | 6.644 | 6.769 | 10.86 | — | — | |
| DSG2024.12 | 6.644 | 6.769 | 10.86 | — | — | |
| CaMNExpression Modality=false, Gesture Modality=true2026.01 | 6.644 | — | 10.86 | — | — | |
| DiffStyleGestureVenue=IJCAI 2023, Synthesis Category=Non-facial Gesture Synthesis2024.03 | 8.811 | 7.241 | 11.49 | — | — | |
| CaMN2024.12 | 8.811 | 7.241 | 11.49 | — | — | |
| DSGExpression Modality=false, Gesture Modality=true2026.01 | 8.811 | — | 11.49 | — | — | |
| DiffSHEG2024.12 | 8.986 | 7.142 | 11.91 | 7.665 | 8.673 | |
| DiffSHEGExpression Modality=true, Gesture Modality=true2026.01 | 8.986 | — | 11.91 | 7.665 | 8.673 | |
| Habible et al.Venue=IVA 2021, Synthesis Category=Holistic Gesture Synthesis2024.03 | 9.04 | 7.716 | 8.21 | 8.614 | 8.043 | |
| Habibie et al.2024.12 | 9.04 | 7.716 | 8.213 | 8.614 | 8.043 | |
| Habible et al.Expression Modality=true, Gesture Modality=true2026.01 | 9.04 | — | 8.213 | 8.614 | 8.043 | |
| DisCoVenue=ACMMM 2022, Synthesis Category=Non-facial Gesture Synthesis2024.03 | 9.417 | 6.439 | 9.912 | — | — | |
| DisCoExpression Modality=false, Gesture Modality=true2026.01 | 9.417 | — | 9.912 | — | — | |
| LivelySpeaker et al.2024.12 | 11.8 | 6.659 | 11.28 | — | — | |
| HA2GVenue=CVPR 2022, Synthesis Category=Non-facial Gesture Synthesis2024.03 | 12.32 | 6.779 | 8.626 | — | — | |
| TrimodalVenue=TOG 2020, Synthesis Category=Non-facial Gesture Synthesis2024.03 | 12.41 | 5.933 | 7.724 | — | — | |
| S2GVenue=ICRA 2019, Synthesis Category=Non-facial Gesture Synthesis2024.03 | 28.15 | 4.683 | 5.971 | — | — | |
| CodeTalker2024.12 | — | — | — | 8.026 | 7.766 | |
| CodeTalkerExpression Modality=true, Gesture Modality=false2026.01 | — | — | — | 8.026 | 7.766 | |
| FaceFormer2024.12 | — | — | — | 7.787 | 7.593 | |
| FaceFormerExpression Modality=true, Gesture Modality=false2026.01 | — | — | — | 7.787 | 7.593 |