Table 3.
Comparison of Average Precision (AP) on the NEU-DET dataset. The best results are shown in boldface.
| AP | Defect | |||||
|---|---|---|---|---|---|---|
| Inclusion (In) | Patches (Pa) | Pitted Surface (Ps) | Scratches (Sc) | mAP | Data (%) | |
| Random | 0.5498 | 0.7498 | 0.3082 | 0.5658 | 0.542 | 50.0% |
| EN | 0.6359 | 0.8314 | 0.1959 | 0.8546 | 0.629 | 31.6% |
| MS | 0.6874 | 0.7944 | 0.1763 | 0.9104 | 0.642 | 33.3% |
| Full | 0.6183 | 0.7284 | 0.2103 | 0.7720 | 0.582 | 100% |
| Ours | 0.6390 | 0.8269 | 0.3277 | 0.7874 | 0.645 | 21.7% |