Table 7.
Comparison of training time, inference time, and parameters indicators under different modules based on Human3.6M and MoVi data sets.
| Model | Datasets | |||||
|---|---|---|---|---|---|---|
| Human3.6M Dataset (Ionescu et al., 2013) | MoVi Dataset (Ghorbani et al., 2020) | |||||
| Training time (s) | Inference time (ms) | Parameters (M) | Training time (s) | Inference time (ms) | Parameters (M) | |
| Baseline | 53.51 | 142.75 | 266.18 | 54.29 | 143.24 | 264.99 |
| + gnn | 48.48 | 134.34 | 255.71 | 50.43 | 128.68 | 251.47 |
| + gan | 46.04 | 127.22 | 248.44 | 47.06 | 120.65 | 246.96 |
| +gnn gan | 42.89 | 109.07 | 220.97 | 43.48 | 110.21 | 217.69 |