Table 6 Evaluation metric results of the Ablation experiment on the NEU-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(%) | 75.1 | 79.2 | 81.0 | 79.5 | 70.1 | 70.4 | 75.8 | 75.9 |
R(%) | 71.8 | 74.2 | 69.1 | 74.1 | 78.4 | 75.5 | 66.5 | 76.1 |
mAP50(%) | 75.9 | 78.1 | 77.6 | 77.4 | 79.3 | 78.5 | 78.5 | 80.0 |
mAP50:95(%) | 41.1 | 44.5 | 44.5 | 44.9 | 46.2 | 44.9 | 45.8 | 49.0 |
Param(M) | 11.12 | 10.16 | 10.33 | 11.12 | 9.65 | 10.16 | 10.33 | 9.65 |
Flops(G) | 28.4 | 25.2 | 26.3 | 28.4 | 24.6 | 25.2 | 26.3 | 24.6 |
