Table 3.
The performance of the models trained on data aggregated from all the subjects.
| Statistical methods | HBOS | LOF | ABOD | OCSVN | LSCP |
|---|---|---|---|---|---|
| Orientation | 0.502 0.4 |
0.246 0.095 |
0.07 −0.11 |
0.362 0.234 |
0.537 0.441 |
| Color | 0.476 0.35 |
0.305 0.15 |
0.09 −0.108 |
0.377 0.238 |
0.463 0.332 |
| Representation learning | AUTO | PCA | VAE | GAAL | MGAAL |
| Orientation | 0.488 0.338 |
0.448 0.338 |
0.447 0.336 |
0.383 0.246 |
0.393 0.258 |
| Color | 0.414 0.283 |
0.437 0.312 |
0.436 0.31 |
0.185 0.022 |
0.393 0.258 |
The f-score and Cohen's Kappa are presented in the first and second row in every cell.