Table 5 AP(%) results for each category in the Ablation experiment on the AL10-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 |
|---|---|---|---|---|---|---|---|---|
LB | 96.2 | 95.8 | 96.1 | 99.0 | 96.2 | 98.9 | 98.4 | 98.9 |
NC | 86.3 | 89.9 | 90.7 | 98.8 | 92.6 | 96.0 | 98.6 | 98.5 |
OP | 96.4 | 95.7 | 97.4 | 99.3 | 97.8 | 99.4 | 99.0 | 99.4 |
Sc | 60.1 | 67.6 | 74.9 | 64.4 | 70.9 | 72.3 | 69.2 | 71.0 |
DS | 44.8 | 46.1 | 40.2 | 48.4 | 51.4 | 50.2 | 49.3 | 51.3 |
VC | 99.5 | 99.5 | 99.5 | 99.5 | 99.5 | 99.5 | 99.5 | 99.5 |
PB | 57.4 | 60.2 | 61.0 | 54.3 | 60.5 | 64.8 | 54.3 | 65.1 |
JS | 94.0 | 92.5 | 92.9 | 94.2 | 91.4 | 88.0 | 94.4 | 92.2 |
Pi | 97.9 | 97.5 | 98.7 | 96.6 | 98.5 | 98.1 | 96.2 | 95.2 |
CLB | 97.5 | 97.8 | 97.5 | 97.1 | 97.3 | 96.8 | 96.4 | 97.1 |
