Table 2 Detection values on the GC10-DET dataset.
From: RSTD-YOLOv7: a steel surface defect detection based on improved YOLOv7
Methods | AP(%) | mAP(%) | P(%) | R(%) | FPS | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
pu | wl | cg | ws | os | ss | in | rp | cr | wf | |||||
YOLOv7 | 93.8 | 73.2 | 96.2 | 82.8 | 47.9 | 58.5 | 27.4 | 8.39 | 66.2 | 81.9 | 63.6 | 67.2 | 61.3 | 34.8 |
mothod 1 | 93.5 | 74.6 | 96.1 | 83.1 | 50.2 | 58.2 | 26.8 | 25.4 | 67.8 | 85.1 | 66.1 | 63.5 | 62.2 | 35.4 |
mothod 2 | 94.6 | 82.3 | 96.7 | 84.2 | 56.7 | 58.5 | 25.9 | 29.4 | 66.9 | 86.3 | 68.2 | 68.2 | 65.3 | 35.1 |
mothod 3 | 95.8 | 94.4 | 96.3 | 85.3 | 64.5 | 58.9 | 26.4 | 30.2 | 67.7 | 88.6 | 70.8 | 70.1 | 68.1 | 34.6 |
mothod 4 | 97.6 | 96.3 | 93.8 | 87.1 | 67.6 | 61.5 | 26.7 | 32.4 | 70.3 | 88.7 | 72.2 | 65.4 | 72.6 | 36.9 |
RSTD-YOLOv7 | 98.2 | 96.4 | 94.2 | 84.6 | 68.1 | 63.4 | 26.1 | 41.3 | 70.2 | 89.4 | 73.2 | 67.4 | 71.8 | 38.8 |
