YOLOv5性能比较参数
时间: 2023-12-06 13:04:10 浏览: 28
以下是YOLOv5的性能比较参数:
| 模型 | 输入尺寸 | mAP<sup>val</sup> | FPS<sup>val</sup> | GPU | Weights |
|------------|---------|------------------|------------------|-----|---------|
| YOLOv5s | 640x640 | 45.6 | 140 | RTX 2080Ti | [下载链接](https://github.com/ultralytics/yolov5/releases/download/v5.0/yolov5s.pt) |
| YOLOv5m | 640x640 | 48.2 | 120 | RTX 2080Ti | [下载链接](https://github.com/ultralytics/yolov5/releases/download/v5.0/yolov5m.pt) |
| YOLOv5l | 640x640 | 50.4 | 80 | RTX 2080Ti | [下载链接](https://github.com/ultralytics/yolov5/releases/download/v5.0/yolov5l.pt) |
| YOLOv5x | 640x640 | 52.4 | 60 | RTX 2080Ti | [下载链接](https://github.com/ultralytics/yolov5/releases/download/v5.0/yolov5x.pt) |
| YOLOv5s | 1280x1280 | 47.3 | 65 | RTX 2080Ti | [下载链接](https://github.com/ultralytics/yolov5/releases/download/v5.0/yolov5s6.pt) |
| YOLOv5m | 1280x1280 | 50.3 | 50 | RTX 2080Ti | [下载链接](https://github.com/ultralytics/yolov5/releases/download/v5.0/yolov5m6.pt) |
| YOLOv5l | 1280x1280 | 52.3 | 35 | RTX 2080Ti | [下载链接](https://github.com/ultralytics/yolov5/releases/download/v5.0/yolov5l6.pt) |
| YOLOv5x | 1280x1280 | 54.3 | 25 | RTX 2080Ti | [下载链接](https://github.com/ultralytics/yolov5/releases/download/v5.0/yolov5x6.pt) |
其中,mAP<sup>val</sup>是在验证集上的平均精度,FPS<sup>val</sup>是在验证集上的每秒帧数。