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 6 不同目标检测网络的检测指标对比 |
| Tab.6 Comparison of test index for different object detection networks |
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| 网络名称 | ${N_{{\rm{PC}}} }$/106 | FLOPs/109 | V/MB | P/% | R/% | mAP0.5/% | t/ms | | SDD | 23.75 | 59.5 | 90.7 | 94.5 | 95.20 | 95.85 | 25.0 | | YOLOv3 | 61.94 | 156.3 | 18.8 | 94.8 | 98.50 | 98.90 | 125.0 | | YOLOv4 | 64.36 | 60.50 | 277.7 | 85.6 | 91.57 | 91.70 | 27.8 | | YOLOv3-tiny | 8.67 | 13.3 | 17.4 | 97.4 | 98.10 | 97.60 | 14.7 | | YOLOv4-tiny | 6.95 | 6.1 | 23.0 | 95.9 | 98.33 | 97.70 | 14.5 | | YOLOv5 lite | 0.80 | 8.7 | 2.1 | 93.4 | 95.50 | 95.90 | 9.8 | | YOLOv5 Nano | 1.86 | 4.5 | 3.8 | 97.3 | 96.10 | 98.40 | 6.1 | | YOLO-SEC | 1.60 | 0.6 | 0.4 | 97.7 | 98.50 | 99.20 | 3.1 |
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