Table 4.
Ablation study of Yolov3
| Backbone | face | face_mask | mAP | FPS |
|---|---|---|---|---|
| Darknet53-CIOU | 90.82% | 95.26% | 93.04% | 12.91 |
| EfficientnetB2 | 75.64% | 89.96% | 82.80% | 12.99 |
| EfficientnetB2-Transer Learning | 92.79% | 97.23% | 95.01% | 13.08 |
| EfficientnetB2-Transer Learning- CIOU | 93.88% | 98.18% | 96.03% | 14.62 |
| EfficientnetB4-Transer Learning- CIOU | 88.62% | 94.86% | 91.74% | 11.87 |