Table 4 AP(%) results for each category in the Ablation experiment on the NEU-DET dataset.
From: Metal surface defect detection using SLF-YOLO enhanced YOLOv8 model
Category | Baseline | Model A | Model B | Model C | Model D | Model E | Model F | Ours |
|---|---|---|---|---|---|---|---|---|
Cr | 52.4 | 55.3 | 58.8 | 51.8 | 58.2 | 45.4 | 51.5 | 47.6 |
Pa | 88.0 | 89.7 | 90.1 | 93.7 | 93.5 | 96.9 | 92.6 | 98.0 |
In | 84.4 | 85.6 | 81.6 | 79.3 | 83.1 | 86.0 | 80.5 | 84.9 |
PS | 79.4 | 81.0 | 83.8 | 83.9 | 79.0 | 75.7 | 81.7 | 82.7 |
RS | 60.3 | 64.5 | 59.8 | 60.5 | 66.7 | 74.8 | 73.2 | 69.6 |
Sc | 91.0 | 92.5 | 91.7 | 95.5 | 95.1 | 92.2 | 91.7 | 97.1 |
