Table 2.
Recognition performance comparison without using the cut-paste-warp scheme.
Model | Precision for individual behavior class | Precision | Recall | F1-score | ||||||
---|---|---|---|---|---|---|---|---|---|---|
Cobia | Tilapia | |||||||||
Normal | Lifeless | Anomalous | Normal | Grinding | Cartwheeling | Side_swim | ||||
3DCNN | 0.96 | 0.99 | 1.00 | 0.99 | 0.92 | 0.94 | 0.91 | 0.96 | 0.98 | 0.97 |
C3D | 0.96 | 0.99 | 0.89 | 1.00 | 0.81 | 1.00 | 0.83 | 0.93 | 0.92 | 0.92 |
Lite3D | 0.93 | 0.98 | 1.00 | 0.99 | 0.86 | 0.99 | 1.00 | 0.97 | 0.90 | 0.93 |