Research Article
Performance Evaluation of Deep Learning Algorithm Using High-End Media Processing Board in Real-Time Environment
Table 6
Training results of the YOLOv5s, YOLOv4, YOLOv3, and YOLOv3-tiny Model.
| YOLO training parameters | Model | Labels | Image size | Batch size | Size | Recall | Precision | mAP |
| YOLOv5s | 5 | 640 x 640 | 16 | 14 MB | 0.98 | 0.987 | 0.959 | YOLOv4 | 245 MB | 0.90 | 0.899 | 0.886 | YOLOv3 | 236 MB | 0.91 | 0.909 | 0.897 | YOLOv3-tiny | 33.7 MB | 0.949 | 0.932 | 0.90 |
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