Model | Input Size | INT8 model size / MB | FPS(800MHz) | AP / % |
YOLOv3 | 416x416 | 62.2 | 10.95 | 31.2 |
YOLOv4 | 608x608 | 64.7 | 0.934 | 49.7 |
YOLOv4-csp-swish | 640x640 | 53.2 | 5.38 | 50.3 |
YOLOv5m | 640x640 | 21.4 | 10.58 | 45.4 |
YOLOv7 | 640x640 | 37.2 | 6.40 | 51.2 |
YOLOv8m | 640x640 | 26.1 | 7.81 | 50.2 |
Model | Input Size | INT8 model size / MB | FPS(800MHz) | AP / % |
YOLOv3-tiny | 416x416 | 8.9 | 81.04 | |
YOLOv4-tiny | 416x416 | 6.1 | 59.86 | 24.9 |
YOLOv5n | 640x640 | 2.0 | 31.27 | 28.0 |
YOLOv5s | 640x640 | 7.4 | 19.02 | 37.4 |
YOLOv7-tiny | 416x416 | 6.4 | 40.33 | 35.2 |
YOLOv8n | 640x640 | 3.3 | 40.88 | 37.3 |
YOLOv8s | 640x640 | 11.3 | 18.11 | 44.9 |
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