Table 5 Comparison with SOTA Model Result.
From: A detection method for small casting defects based on bidirectional feature extraction
LiFSO-Net | STEF-Net | Yolov8-m | Our | |
|---|---|---|---|---|
NEU-DET (surface defects in castings) | ||||
MAP50 | 79.2 | 82.3 | 77.4 | 81.7(2) |
para | 1.77 | 19.07 | 25.8 | 12.14 |
GC10-DET (surface defects in castings) | ||||
MAP50 | 71.2 | 70.6 | 68.3 | 71.1(2) |
para | 1.77 | 19.07 | 25.8 | 12.14 |
Our data x_ray defect (internal X-ray defects in castings) | ||||
MAP50 | 89.3 | 91.1 | 88.7 | 93.5(1) |
para | 1.77 | 19.07 | 16.30 | 12.14 |
