Research Article
A Lightweight and Multisource Information Fusion Method for Real-Time Monitoring of Lump Coal on Mining Conveyor Belts
Table 4
Comparison of experimental results.
| Moulds | GEB YOLOv5 | CBAM-YOLOv5 | YOLO-CBAM |
| GPU (G) | 3.12 | 4.73 | 3.45 | Flops | 33.3 | 51.8 | 60.2 | Parameters (million) | 16.36 | 24.27 | 26.51 | Training times (min) | 163.86 | 182.93 | 176.47 | | 60.724% | 57.503% | 58.944% | R | 55.289% | 50.439% | 44.635% | mAP@0.5 | 54.807% | 52.211% | 55.012% | mAP@0.5 : 0.95 | 23.706% | 20.297% | 21.054% | Real time performance | 110.70 | 65.76 | 57.41 |
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