Research Article
An Intelligent System for Detecting Abnormal Behavior in Students Based on the Human Skeleton and Deep Learning
Table 1
Performance index of student trajectory construction.
| Influence factor | TP | FN | FP | F1 (%) | TI/(frame × second−1) |
| Sufficient light, crowding, no shadow | 165 | 7 | 10 | 95.79 | 26.71 | Sufficient light, crowding, shadow | 140 | 9 | 15 | 93.61 | 26.32 | Sufficient light, sparse, no shadow | 172 | 1 | 3 | 99.5 | 27.92 | Sufficient light, sparse, shadow | 148 | 5 | 7 | 97.32 | 27.53 | Insufficient light, crowding, no shadow | 136 | 7 | 14 | 94.6 | 26.5 | Insufficient light, crowding, shadow | 140 | 9 | 15 | 92.42 | 26.11 | Insufficient light, sparse, no shadow | 162 | 3 | 8 | 98.31 | 27.71 | Insufficient light, sparse, shadow | 169 | 9 | 11 | 96.13 | 27.32 | Average | | | | 95.96 | 27.015 |
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