基于目标检测的焊接电弧形态在线定量检测
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何卫隆,王平,张爱华,梁婷婷,马强杰
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On-line quantitative detection of welding arc shape based on object detection
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Wei-long HE,Ping WANG,Ai-hua ZHANG,Ting-ting LIANG,Qiang-jie MA
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| 表 5 YOLO-SEC消融实验的检测指标对比 |
| Tab.5 YOLO-SEC ablation test index comparison |
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| 网络名称 | ${N_{\rm{PC}}}$/106 | FLOPs/109 | V/MB | P/% | R/% | mAP0.5/% | t/ms | | YOLOv5s | 7.26 | 14.8 | 14.4 | 96.9 | 96.2 | 97.8 | 12.9 | | YOLO-SEC-A | 7.03 | 14.6 | 14.0 | 96.4 | 96.2 | 97.4 | 12.4 | | YOLO-SEC-B | 3.73 | 2.0 | 1.0 | 96.6 | 97.7 | 98.0 | 4.6 | | YOLO-SEC-C | 3.13 | 1.9 | 0.8 | 95.8 | 97.3 | 98.1 | 4.2 | | YOLO-SEC-D | 2.15 | 1.1 | 0.6 | 96.1 | 95.0 | 97.7 | 3.8 | | YOLO-SEC-E | 2.15 | 1.1 | 0.7 | 96.1 | 96.2 | 98.1 | 4.2 | | YOLO-SEC-F | 1.60 | 0.6 | 0.4 | 97.7 | 98.8 | 98.9 | 3.9 | | YOLO-SEC | 1.60 | 0.6 | 0.4 | 97.7 | 98.5 | 99.2 | 3.1 |
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