Table 1 Comparison of experimental results.
From: Development of a deep learning-based foreign object detection algorithm for coal mine conveyor belts
Model name | Params/M | FLOPs/G | Model/MB | mAP/% | Precision/% | Recall/% |
|---|---|---|---|---|---|---|
YOLOv11n | 2.5 | 6.3 | 5.5 | 93 | 96.6 | 96 |
YOLOv11-ADown | 2.1 | 5.3 | 4.5 | 93.7 | 96 | 97 |
YOLOv11-SegNext | 2.6 | 6.4 | 5.7 | 93.3 | 96.8 | 97 |
YOLOv11-ContextGuided | 2.1 | 5.4 | 4.7 | 92.7 | 97.2 | 96 |
YOLOv11-LSCD | 2.4 | 5.6 | 5.1 | 92.8 | 97.1 | 97 |
YOLOv11-ASCL | 1.8 | 4.2 | 3.9 | 94.5 | 97.8 | 98 |
