Table 2 Performance comparison of YOLOv5s with different backbone networks.
From: YOLO-Granada: a lightweight attentioned Yolo for pomegranates fruit detection
Model(YOLO) | Params | GFLOPs | Size (MB) | F1 (%) | mAP@0.5 |
|---|---|---|---|---|---|
v5s(CSPDarknet-53) | 7,033,114 | 15.9 | 13.76 | 88.9 | 0.928 |
MobileNetv2 | 4,603,738 | 10.0 | 9.20 | 87.1 | 0.917 |
MobileNetv3-large | 5,583,072 | 10.8 | 11.05 | 88.5 | 0.92 |
MobileNetv3-small | 3,586,312 | 6.5 | 7.20 | 87.3 | 0.911 |
EfficientNetv1 | 5,760,722 | 11.4 | 11.41 | 88.5 | 0.928 |
EfficientNetv2 | 27,298,066 | 35.8 | 52.74 | 89.6 | 0.933 |
ShuffleNetv2 | 3,803,738 | 8.1 | 7.65 | 87.1 | 0.916 |
