Table 1 Detection values on the NEU-DET dataset.
From: RSTD-YOLOv7: a steel surface defect detection based on improved YOLOv7
Methods | AP(%) | mAP(%) | P(%) | R(%) | FPS | |||||
|---|---|---|---|---|---|---|---|---|---|---|
cr | in | p.a. | ps | rs | sc | |||||
YOLOv7 | 18.8 | 71.2 | 87.2 | 87.5 | 35.8 | 79.9 | 63.4 | 56.7 | 63.6 | 35.7 |
mothod 1 | 38.5 | 71.9 | 87.0 | 84.0 | 52.6 | 62.0 | 66.0 | 58.9 | 61.9 | 40.5 |
mothod 2 | 33.9 | 74.1 | 90.5 | 78.3 | 52.5 | 88.7 | 69.7 | 68.5 | 71.2 | 39.2 |
mothod 3 | 34.1 | 73.8 | 91.3 | 81.4 | 53.6 | 92.9 | 71.2 | 66.7 | 65.5 | 38.5 |
mothod 4 | 49.6 | 76.3 | 92.9 | 91.1 | 65 | 92.6 | 77.9 | 74.4 | 72.8 | 42.8 |
RSTD-YOLOv7 | 51.2 | 78.1 | 92.7 | 92.4 | 67.2 | 94 | 79.3 | 75.1 | 71.5 | 41.3 |
