Table 4 Ablation experiment result
From: ABYOLOv4: improved YOLOv4 human object detection based on enhanced multi-scale feature fusion
Model | Precision (%) | Recall (%) | \(AP_{{{\text{person}}}}\)(%) | FPS | Weight file size (mb) |
|---|---|---|---|---|---|
YOLOv4 | 93.2 | 82.6 | 91.8 | 24 | 244.29 |
YOLOv4 + Bi-FPN | 90.2 | 85.0 | 92.0 | 31 | 178.47 |
YOLOv4 + ASPP | 92.7 | 83.7 | 92.1 | 23 | 275.32 |
ABYOLOv4 | 91.9 | 84.3 | 92.3 | 29 | 199.00 |