Table 2 Comparison of the performance of different algorithmic models.
From: Study of conveyor belt deviation detection based on improved YOLOv8 algorithm
Method | Precision (%) | F1 (%) | Model size (MB) | mAP50 (%) | FPS/s |
|---|---|---|---|---|---|
Mask-RCNN | 88.7 | 83.9 | 300 | 86.8 | 28 |
DHT | 89.0 | 81.1 | 130 | 91.7 | 35 |
UFLD | 93.4 | 86.5 | 98 | 94.5 | 67 |
YOLOv5l | 93.2 | 87.9 | 101 | 96.3 | 31 |
YOLOv8n | 96.8 | 90.7 | 6.4 | 97.0 | 49 |
This paper | 98.1 | 99.1 | 19.8 | 99.0 | 46 |
