Table 7 Evaluation metric results of the Ablation experiment on the AL10-DET dataset.
From: Metal surface defect detection using SLF-YOLO enhanced YOLOv8 model
Metric | Baseline | Model A | Model B | Model C | Model D | Model E | Model F | Ours |
|---|---|---|---|---|---|---|---|---|
P(%) | 83.4 | 90.1 | 84.6 | 87.5 | 86.2 | 89.8 | 83.9 | 85.7 |
R(%) | 80.1 | 78.7 | 80.5 | 78.9 | 82.1 | 80.1 | 81.4 | 81.4 |
mAP50(%) | 83.0 | 84.3 | 84.9 | 85.2 | 85.6 | 86.4 | 85.5 | 86.8 |
mAP50:95(%) | 65.3 | 67.8 | 66.6 | 65.3 | 68.2 | 68.2 | 67.2 | 68.9 |
Param(M) | 11.12 | 10.16 | 10.33 | 11.12 | 9.65 | 10.16 | 10.33 | 9.65 |
Flops(G) | 28.4 | 25.2 | 26.8 | 28.4 | 24.6 | 25.2 | 26.3 | 24.6 |
