Advances, Systems and Applications
Table 3 Comparison of evaluation indicators of different models
Model | mAP@0.5 | Recall | mAP@0.5:0.9 | FPS |
|---|---|---|---|---|
ResNeXt-50 (32 × 4d) | 93.32% | 91.12% | 87.13% | 17 |
MobilenetV3-YOLOv4 | 92.16% | 89.11% | 84.77% | 30 |
Ghost-YOLOv4 | 93.04% | 91.15% | 86.56% | 36 |
YOLOv5l | 94.79% | 92.68% | 87.51% | 67 |
YOLOv6m | 95.82% | 93.29% | 91.32% | 48 |
YOLOv7 | 96.31% | 92.80% | 91.66% | 56 |
SRW-YOLO | 98.62% | 96.43% | 92.39% | 62 |