Optoelectronic Technology, Volume. 41, Issue 3, 203(2021)
Arbitrary⁃oriented PCB Defect Detection via Rotation Proposals
Figures & Tables(5)
Fig. 1. PCB defects detection network structure based on arbitrary-oriented object detection
Fig. 2. RRoI pooling layer from arbitrary-oriented proposal to projected feature map
Fig. 4. Template image and defective tested image in the DeepPCB dataset
Table 1. Performance comparison of our method and other detection methods
View tableView in ArticleTable 1. Performance comparison of our method and other detection methods
方法 mAP 断路 短路 缺口 毛刺 针孔 露铜 SSD 94.3 92.9 93.3 93.0 93.7 97.0 95.8 YOLO 91.8 90.1 90.5 91.6 91.9 90.8 95.6 Faster RCNN 95.6 96.0 94.2 95.1 94.9 97.3 96.2 本文 97.2 97.1 97.0 97.9 96.9 97.3 97.0
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Guohua FAN. Arbitrary⁃oriented PCB Defect Detection via Rotation Proposals[J]. Optoelectronic Technology, 2021, 41(3): 203
Paper Information
Category: Research and Trial-manufacture
Received: Jun. 14, 2021
Accepted: --
Published Online: Oct. 26, 2021
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