Table 4 Results of ablation experiments.
From: Lightweight safflower cluster detection based on YOLOv5
Tag | Basic model | Ghost model | \(L_{CIOU + NWD}\) | CBAM | Anchor | Precision/% | Recall/% | mAP/% | GFlops/G | Params/M |
|---|---|---|---|---|---|---|---|---|---|---|
1 | √ | 91.9 | 92.6 | 94 | 15.8 | 7.013 | ||||
2 | √ | √ | 89.6 | 91.5 | 93.2 | 13.4 | 5.30 | |||
3 | √ | √ | √ | 92 | 92.7 | 94.3 | 14.5 | 5.83 | ||
4 | √ | √ | √ | √ | 91.7 | 92.7 | 94.4 | 14.0 | 5.99 | |
5 | √ | √ | √ | √ | √ | 94.1 | 92.3 | 95.3 | 13.2 | 5.34 |
