Table 3.
Indirect pain detection results through AU fusion: Area underneath the ROC curve whereby separate AU detectors were fused together using LLR to detect pain. These results are compared to the direct approach given in the last row.
| AU Combination | PTS | APP | PTS+ APP | PTS+ APP* |
|---|---|---|---|---|
| Eyebrow Lowering (4) | 57.35 | 60.32 | 57.93 | — |
| Orbital Tightening (6 & 7) | 69.51 | 72.95 | 73.68 | 74.28 |
| Levator Contraction (9 & 10) | 63.92 | 59.61 | 64.05 | 65.68 |
| Eye Closure (43) | 73.56 | 62.98 | 73.28 | — |
| Best performing AUs (6, 7, 9, 12 & 43) | 75.65 | 74.29 | 76.44 | 78.37 |
| Pain Metric (4, 6 &7, 9&10, 43) | 74.69 | 73.09 | 73.56 | 77.28 |
| All Aus | 73.78 | 73.02 | 74.72 | 77.26 |
| Direct (from Table 1) | 74.25 | 73.20 | 75.08 | — |