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. 2023 May 8;46(5):32. doi: 10.1140/epje/s10189-023-00290-x

Table 2.

Inference time per frame - CPU

Model YOLO (s) DeepSORT (s) Total time (s) FPS
YOLOv5s 0.11 0.12 0.23 4.34
YOLOv5m 0.12 0.12 0.24 4.13
YOLOv5l 0.35 0.12 0.47 2.13
YOLOv5x 0.59 0.11 0.71 1.42
YOLOv5s6 0.27 0.12 0.39 2.57
YOLOv5m6 0.65 0.11 0.76 1.31
YOLOv5l6 1.25 0.12 1.37 0.73
YOLOv5x6 2.18 0.13 2.30 0.43
YOLOv7-tiny 0.11 0.12 0.22 4.47
YOLOv7-x 0.12 0.12 0.23 4.28
YOLOv7 0.36 0.11 0.47 2.12
YOLOv7-w6 0.26 0.12 0.38 2.64
YOLOv7-e6 0.55 0.11 0.67 1.50
YOLOv7-d6 1.20 1.31 2.51 0.40
YOLOv7-e6e 0.63 0.12 0.75 1.33