Table 8 AP(%) results for each category in the comparative experiment on the NEU-DET dataset.
From: Metal surface defect detection using SLF-YOLO enhanced YOLOv8 model
Category | SSD | Faster-RCNN | RTDETR | v3-tiny | v4 | v5s | v6s | v7 | v8s | Ours |
|---|---|---|---|---|---|---|---|---|---|---|
Cr | 52.0 | 35.3 | 31.5 | 41.9 | 22.9 | 46.2 | 60.2 | 48.8 | 52.4 | 47.6 |
Pa | 89.0 | 80.6 | 85.2 | 87.1 | 90.6 | 91.8 | 93.4 | 88.8 | 88.0 | 98.0 |
In | 82.0 | 69.1 | 73.0 | 79.7 | 79.4 | 77.8 | 79.0 | 80.5 | 84.4 | 84.9 |
PS | 71.0 | 80.6 | 66.1 | 56.5 | 86.3 | 79.0 | 81.1 | 75.9 | 79.4 | 82.7 |
RS | 61.0 | 37.9 | 42.3 | 64.0 | 58.3 | 60.2 | 59.8 | 61.5 | 60.3 | 69.6 |
Sc | 56.0 | 77.5 | 85.8 | 70.5 | 93.8 | 93.0 | 89.4 | 86.2 | 91.0 | 97.1 |
