Table 6:
Phase independent evaluation: we compared our system with other previous systems using independent F1-scores of each phase.
| Network | Data set | Online | Pre-arrival | Primary | Secondary | Post-secondary | Pt-departure |
|---|---|---|---|---|---|---|---|
|
| |||||||
| CNN Frame-wise + constrain (Li et al. (2016)) | 50/10 | Yes | 80.0 | 49.0 | 43.0 | 76.0 | 77.0 |
| CNN-LSTM + GMM Li et al. (2017b) | 50/10 | No | 61.0 | 56.0 | 72.0 | 43.0 | 94.9 |
|
| |||||||
| Nonlocal + RLO | 50/10 | Yes | 95.2 | 82.7 | 82.2 | 94.6 | 90.3 |
| Nonlocal + RLO + PG | 50/10 | Yes | 98.8 | 82.1 | 82.9 | 94.6 | 97.2 |
|
| |||||||
| Nonlocal + RLO | 150/33 | Yes | 95.5 | 79.3 | 76.4 | 93.1 | 94.8 |
| Nonlocal + RLO + PG | 150/33 | Yes | 97.9 | 79.0 | 75.2 | 93.1 | 97.3 |