Human Action-Reaction Synthesis on NTU120-AS (train-conditioned)
0.09FIDReal
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Realsetting=online, type=ground truth2024.03 | 0.09 | 100 | 10.54 | 26.71 | |
| RealSetting=Offline, Constraint=Unconstrained2024.03 | 0.09 | 100 | 10.54 | 26.71 | |
| RealSetting=Online, Constraint=Unconstrained2025.05 | 0.09 | 100 | 10.54 | 26.71 | |
| MARRS (Ours)Setting=Online, Constraint=Unconstrained2025.05 | 0.36 | 100 | 10.57 | 26.53 | |
| ReGenNetSetting=Offline, Constraint=Unconstrained2024.03 | 0.64 | 100 | 10.7 | 26.36 | |
| ReGenNet-constrainedsetting=online, constraint_type=constrained2024.03 | 0.86 | 100 | 10.69 | 26.26 | |
| ReGenNet-unconstrainedsetting=online, constraint_type=unconstrained2024.03 | 0.9 | 100 | 10.69 | 26.25 | |
| ReGenNetSetting=Online, Constraint=Unconstrained2025.05 | 0.9 | 100 | 10.69 | 26.25 | |
| MDMSetting=Offline, Constraint=Unconstrained2024.03 | 1.61 | 99.9 | 10.76 | 26.02 | |
| MDM-GRUSetting=Offline, Constraint=Unconstrained2024.03 | 5.31 | 99.3 | 11.03 | 25.04 | |
| MDM-GRUSetting=Online, Constraint=Unconstrained2025.05 | 5.31 | 99.3 | 11.03 | 25.04 | |
| AGROLSetting=Offline, Constraint=Unconstrained2024.03 | 10.87 | 98.3 | 11.45 | 23.8 | |
| AGRoLSetting=Online, Constraint=Unconstrained2025.05 | 38.04 | 93.2 | 10.95 | 21.44 | |
| MDMSetting=Online, Constraint=Unconstrained2025.05 | 40.13 | 95.5 | 10.53 | 21.15 | |
| cVAESetting=Online, Constraint=Unconstrained2025.05 | 77.52 | 89.9 | 10.1 | 19.38 | |
| CVAESetting=Offline, Constraint=Unconstrained2024.03 | 81.62 | 90.2 | 10.1 | 19.38 |