Table 7 Attention combination mechanism ablation experiment.
From: A real-time rural domestic garbage detection algorithm with an improved YOLOv5s network model
Precision (%) | Recall (%) | mAP (%) | Inference time (ms) | Calculation volume | |
|---|---|---|---|---|---|
YOLOv5s | 91 | 88.1 | 91.8 | 19.8 | 16.4 GFLOPS |
YOLOv5s + CBAM | 91.6 | 89 | 92.9 | 8.6 | 5.9 GFLOPS |
YOLOv5s + SE-Net | 92.1 | 89.6 | 93.6 | 18.9 | 16.1 GFLOPS |
YOLOv5s-CS | 94.5 | 89 | 95 | 8.5 | 6.0 GFLOPS |
