Human Action-Reaction Synthesis on NTU120-AS (test-conditioned)
0.09FIDReal
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Realsetting=online, type=ground truth2024.03 | 0.09 | 86.7 | 13.06 | 25.03 | |
| RealSetting=Offline, Constraint=Unconstrained2024.03 | 0.09 | 86.7 | 13.06 | 25.03 | |
| RealSetting=Online, Constraint=Unconstrained2025.05 | 0.09 | 86.7 | 13.06 | 25.03 | |
| ReGenNet-constrainedsetting=online, constraint_type=constrained2024.03 | 5.89 | 90.2 | 11.9 | 25.08 | |
| ReGenNetSetting=Offline, Constraint=Unconstrained2024.03 | 6.19 | 77.2 | 14.03 | 25.21 | |
| MDMSetting=Offline, Constraint=Unconstrained2024.03 | 7.49 | 77.5 | 13.67 | 24.14 | |
| MARRS (Ours)Setting=Online, Constraint=Unconstrained2025.05 | 9.31 | 75.3 | 14.05 | 23.78 | |
| ReGenNet-unconstrainedsetting=online, constraint_type=unconstrained2024.03 | 11 | 74.9 | 13.8 | 22.9 | |
| ReGenNetSetting=Online, Constraint=Unconstrained2025.05 | 11 | 74.9 | 13.8 | 22.9 | |
| AGROLSetting=Offline, Constraint=Unconstrained2024.03 | 16.55 | 71.6 | 13.84 | 21.73 | |
| MDM-GRUSetting=Offline, Constraint=Unconstrained2024.03 | 24.25 | 72 | 13.43 | 22.24 | |
| MDM-GRUSetting=Online, Constraint=Unconstrained2025.05 | 24.25 | 72 | 13.43 | 22.24 | |
| AGRoLSetting=Online, Constraint=Unconstrained2025.05 | 44.94 | 68 | 12.51 | 19.73 | |
| MDMSetting=Online, Constraint=Unconstrained2025.05 | 54.54 | 70.4 | 11.98 | 19.45 | |
| cVAESetting=Online, Constraint=Unconstrained2025.05 | 70.1 | 72.4 | 11.14 | 18.4 | |
| CVAESetting=Offline, Constraint=Unconstrained2024.03 | 74.73 | 76 | 11.14 | 18.4 |