Table 1 Comparative experiments with different models of attention.
From: DC-YOLO: an improved field plant detection algorithm based on YOLOv7-tiny
Method | mAP@0.5(%) | mAP@0.5:0.95(%) | FLOPs(G) | Params(M) | FPS(Frames/s) |
|---|---|---|---|---|---|
YOLOv7-tiny | 93.8 | 80.3 | 13.22 | 6.03 | 87.6 |
+CBAM | 94.5 | 79.8 | 13.24 | 6.20 | 67.7 |
+SE | 94.4 | 80.3 | 13.23 | 6.20 | 82.1 |
+CA | 94.4 | 80.2 | 13.26 | 6.29 | 78.3 |
+DCA | 94.8 | 80.6 | 13.27 | 6.29 | 75.2 |
