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Experimental environment configuration
| Parameter | Configuration |
|---|---|
| CPU | Intel(R) Xeon(R) Silver 4210R CPU @ 2.40GHz |
| GPU | RTX 3090 |
| Memory | 60G |
| Display memory | 24G |
| System environment | Ubuntu18.04 |
| Experimental platform | PyTorch1.6.0, Python3.8 |
| Accelerated environment | CUDA10.1 |
Test results of each model on the test set
| Model | Precision/% | Recall/% | mAP@0.5/% |
|---|---|---|---|
| YOLOv5s | 94.8 | 89 | 93.5 |
| YOLOv4 | 76.2 | 85.4 | 51.2 |
| YOLOv3 | 73.6 | 82.3 | 48.9 |