Table 1 The comparison performance of different models of YOLOv5.
From: A new method based on YOLOv5 and multiscale data augmentation for visual inspection in substation
Model | Size (pixels) | mAP (0.5) | mAP (0.5:0.95) | Params (Mb) | FLOPs (G) |
|---|---|---|---|---|---|
YOLOv5s | 640 × 640 | 55.2 | 36.4 | 7.2 | 16.7 |
YOLOv5m | 640 × 640 | 63.3 | 45.5 | 21.2 | 50.3 |
YOLOv5l | 640 × 640 | 65.9 | 47.2 | 46.3 | 114.4 |
YOLOv5x | 640 × 640 | 68.3 | 51.3 | 87.5 | 217.4 |
