Table 4 Ablation experiment.
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) | ||
|---|---|---|---|---|---|---|---|
DCA | CARAFE | Decoupled | |||||
| Â | Â | Â | 93.8 | 80.3 | 13.22 | 6.03 | 87.6 |
√ |  |  | 94.8 | 80.6 | 13.27 | 6.29 | 75.2 |
|  | √ |  | 94.5 | 80.8 | 13.34 | 6.06 | 86.2 |
|  |  | √ | 94.7 | 80.5 | 12.91 | 4.93 | 79.7 |
√ | √ |  | 95.3 | 81.3 | 13.39 | 6.32 | 67.3 |
√ | √ | √ | 95.7 | 81.7 | 13.08 | 5.22 | 62.9 |
