Research Article
PIS-YOLO: Real-Time Detection for Medical Mask Specification in an Edge Device
Table 3
Inference time on multiplatform. “ACC” denotes the inference whether to use accelerate tools.
| Model | ACC | Img size | Device | Jetson Tx2 | Jetson Nano | RTX 3090 | Preprocess | Forward | Postprocess | FPS | Preprocess | Forward | Postprocess | FPS | Preprocess | Forward | Postprocess | FPS |
| Yolov5s-v6 | √ | 2242 | 0.268 | 10.049 | 0.061 | 96 | 0.313 | 15.311 | 0.055 | 64 | 0.036 | 0.517 | 0.009 | 1779 | Yolov5s-HDCN | √ | 9.484 | 102 | 15.328 | 64 | 0.565 | 1639 | Yolov5s-v6 | × | 1.456 | 31.980 | 3.564 | 27 | 1.592 | 46.765 | 8.435 | 18 | 0.081 | 5.896 | 0.501 | 154 | Yolov5s-HDCN | × | 30.519 | 28 | 46.625 | 18 | 5.999 | 150 |
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