TABLE 4:
To validate the automatic emotion classification and compare it with an expert human rater, precision, recall, and F1-scores are reported across groups
| ALL (136,450 frames) | non-ASD (78,299 frames) | ASD (58,151 frames) | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Emotion | Frequency | Precision | Recall | F1 | Frequency | Precision | Recall | F1 | Frequency | Precision | Recall | F1 |
|
|
|
|
|
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| Happy | 0.20 | 0.81 | 0.70 | 0.75 | 0.20 | 0.85 | 0.68 | 0.76 | 0.19 | 0.75 | 0.74 | 0.74 |
| Other | 0.80 | 0.91 | 0.95 | 0.93 | 0.80 | 0.88 | 0.96 | 0.92 | 0.81 | 0.94 | 0.94 | 0.94 |
|
|
|
|
|
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| Overall | 1 | 0.89 | 0.90 | 0.89 | 1 | 0.87 | 0.90 | 0.89 | 1 | 0.90 | 0.90 | 0.90 |
The reported overall scores are weighted averages based on frequency.