| 比较 方法 | 类别 | 电线 | 捆扎带 | 工布 胶皮 | PE | 麻绳 | PVC | 胶片 | 螺丝 | 总计 |
| 测试数 | 93 | 57 | 50 | 58 | 54 | 61 | 39 | 35 | 447 | |
| 随机森林 [12] | 虚警数 虚检率 | 7 7.53% | 1 1.75% | 1 2.00% | 4 6.78% | 3 5.56% | 4 6.45% | 4 10.26% | 2 5.71% | 26 5.82% |
| 漏检数 漏检率 | 2 2.15% | 1 1.75% | 2 4.00% | 2 3.39% | 5 9.26% | 2 3.23% | 5 12.82% | 1 2.86% | 20 4.47% | |
| YOLOv5 [14] | 虚警数 虚警率 | 1 1.08% | 0 0 | 0 0 | 2 3.40% | 3 5.56% | 1 1.61% | 0 0 | 1 2.86% | 8 1.79% |
| 漏检数 漏检率 | 3 3.23% | 3 5.26% | 2 4.00% | 2 3.40% | 1 1.85% | 2 3.23% | 3 7.69% | 1 2.86% | 17 3.80% | |
| MFCnet | 虚警数 虚警率 | 1 1.03% | 0 0 | 0 0 | 0 0 | 3 5.56%) | 0 0% | 0 0% | 1 2.86% | 5 1.12% |
| 漏检数 漏检率 | 0 0 | 0 0 | 0 0 | 1 1.69% | 0 0 | 0 0 | 0 0 | 1 2.86% | 2 0.45% |