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Comparison of PCB defect detection algorithms and tiny target detection algorithms.
| Models | AP (%) | Precision (%) | Recall (%) | mAP@0.5 (%) | mAP@0.5:0.95 (%) | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| Mh | Mb | Oc | Sh | Sp | Sc | |||||
| Paper40 | 98.8 | 93.8 | 94.1 | 95.4 | 86.9 | 91.1 | 96.0 | 89.9 | 93.3 | 54.8 |
| Paper41 | 99.5 | 97.3 | 98.7 | 98.7 | 96.6 | 94.4 | 99.1 | 95.8 | 97.5 | 75.4 |
| Paper42 | 99.5 | 99.0 | 98.6 | 99.4 | 96.2 | 95.9 | 99.0 | 96.7 | 98.1 | 64.2 |
| Paper37 | 99.5 | 98.3 | 98.4 | 99.0 | 95.9 | 95.1 | 97.9 | 96.8 | 97.7 | 66.6 |
| Ours | 99.5 | 98.3 | 98.6 | 99.2 | 97.3 | 96.1 | 99.0 | 97.3 | 98.2 | 76.7 |
