Table 3 Ablation studies
From: A lightweight deep-learning model for parasite egg detection in microscopy images
Model | AFPN | C2f | Precision (%) | Recall (%) | F1 score | mAP_0.5 | Parameters |
|---|---|---|---|---|---|---|---|
YOLOv5n | – | – | 96.7 | 94.9 | 0.9578 | 0.9642 | 2,505,089 |
YOLOv5n | √ | – | 96.7 | 96.1 | 0.9640 | 0.9826 | 1,898,518 |
YOLOv5n | – | √ | 97.3 | 96.6 | 0.9697 | 0.9762 | 2,566,497 |
YAC-Net | √ | √ | 97.8 | 97.7 | 0.9773 | 0.9913 | 1,924,302 |