Table 3.
Performance metrics for the individual classifiers (TD Group: ID1–ID13, ASD Group: ID14–ID18).
| ID | Interaction length (s) | No. of datapoints (frames) | Train | Validation | Test | ||
|---|---|---|---|---|---|---|---|
| Accuracy | Loss | Accuracy | Loss | Accuracy | |||
| 1 | 315 | 9,444 | 0.8101 | 0.5028 | 0.7790 | 0.6681 | 0.7946 |
| 2 | 519 | 15,357 | 0.6499 | 0.7278 | 0.6398 | 0.7797 | 0.6393 |
| 3 | 540 | 16,412 | 0.6703 | 0.8723 | 0.6407 | 1.0095 | 0.6526 |
| 4 | 658 | 10,933 | 0.8302 | 0.4189 | 0.8131 | 0.4923 | 0.8240 |
| 5 | 797 | 22,996 | 0.9255 | 0.1903 | 0.9198 | 0.2484 | 0.9159 |
| 6 | 696 | 9,300 | 0.9200 | 0.2850 | 0.8925 | 0.3856 | 0.9124 |
| 7 | 316 | 9,388 | 0.7821 | 0.5423 | 0.7417 | 0.7946 | 0.7338 |
| 8 | 457 | 13,725 | 0.7561 | 0.6065 | 0.7418 | 0.6796 | 0.7483 |
| 9 | 574 | 10,463 | 0.6671 | 0.8486 | 0.6535 | 0.9333 | 0.6364 |
| 10 | 780 | 16,627 | 0.9104 | 0.2253 | 0.8831 | 0.3907 | 0.8698 |
| 11 | 726 | 12,726 | 0.8390 | 0.3843 | 0.8303 | 0.4039 | 0.8283 |
| 12 | 685 | 9,723 | 0.8118 | 0.5162 | 0.7715 | 0.6980 | 0.7720 |
| 13 | 540 | 12,879 | 0.8084 | 0.4296 | 0.7812 | 0.5858 | 0.7702 |
| 14 | 517 | 15,502 | 0.8163 | 0.4417 | 0.7952 | 0.5621 | 0.7907 |
| 15 | 578 | 14,624 | 0.9204 | 0.2276 | 0.8923 | 0.3390 | 0.9108 |
| 16 | 679 | 15,950 | 0.6810 | 0.7582 | 0.6501 | 0.9095 | 0.6398 |
| 17 | 610 | 16,401 | 0.8306 | 0.3946 | 0.8232 | 0.4923 | 0.8366 |
| 18 | 1058 | 30,508 | 0.7822 | 0.5467 | 0.7759 | 0.6323 | 0.7812 |