Table 12 Comparison results with the latest YOLO series models.
From: Metal surface defect detection using SLF-YOLO enhanced YOLOv8 model
Dataset | Metric | YOLOv9s | YOLOv10s | YOLOv11s |
|---|---|---|---|---|
NEU-DET | P(%) | 70.3 | 76.2 | 71.0 |
R(%) | 70.1 | 65.1 | 70.6 | |
mAP50(%) | 74.9 | 72.5 | 75.2 | |
mAP50:95(%) | 42.1 | 40.3 | 42.2 | |
AL10-DET | P(%) | 82.5 | 83.0 | 85.6 |
R(%) | 78.0 | 74.7 | 79.0 | |
mAP50(%) | 82.0 | 81.1 | 83.3 | |
mAP50:95(%) | 64.8 | 62.3 | 65.1 | |
Param(M) | 7.17 | 8.04 | 9.42 | |
Flops(G) | 26.7 | 24.5 | 21.3 |
