Journal of Shandong University(Engineering Science) ›› 2023, Vol. 53 ›› Issue (4): 104-112.doi: 10.6040/j.issn.1672-3961.0.2023.031

• 机器学习与数据挖掘 • Previous Articles    

Intelligent screw absence detection algorithm based on deep learning with multiple perspectives

YU Chang1, WU Xing1*, DENG Qiuju2   

  1. 1. College of Computer Science, Chongqing University, Chongqing 400044, China;
    2. School of Big Dada and Computer Science Engineering, Chongqing College of Mobile Communication, Chongqing 401520, China
  • Published:2023-08-18

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CLC Number: 

  • TP183
[1] 王丽佳. 变速箱螺钉漏装检测系统开发[D]. 唐山:华北理工大学, 2018. WANG Lijia. Transmission screw packing test system development[D]. Tangshan: North China University of Science and Technology, 2018.
[2] 董元发, 袁庆松, 查靓, 等. 钢琴面板螺钉错漏智能视觉检测方法研究[J]. 机械设计与制造, 2019(4): 73-77. DONG Yuanfa, YUAN Qingsong, ZHA Jing, et al. Intelligent visual detection method for screw errors and omissions in assembly of piano panel[J]. Machinery Design and Manufacture, 2019(4): 73-77.
[3] 钱磊, 沈峘, 沈一群, 等. 一种汽车照明大灯的安装螺钉缺失检测装置:CN206058303U[P]. 2017-03-29.
[4] 刘志昌, 魏泽, 寸毛毛, 等. 一种螺钉缺失检测方法,装置及存储介质:CN201910551548.8[P]. 2019-11-15.
[5] ZHAO Z, ZHENG P, XU S, et al. Object detection with deep learning: a review[J]. IEEE Transactions on Neural Networks and Learning Systems, 2019, 30(11): 3212-3232.
[6] TIAN Z, SHEN C, CHEN H, et al. FCOS: fully convolutional one-stage object detection[C] //2019 IEEE/CVF International Conference on Computer Vision. Seoul, Korea: IEEE, 2019: 9627-9636.
[7] RONNEBERGER O, FISCHER P, BROX T. U-Net:convolutional networks for biomedical image segmentation[C] //Medical Image Computing and Computer-Assisted Intervention-MICCAI 2015: 18th International Conference. Munich, Germany: Springer International Publishing, 2015: 234-241.
[8] YANG Q, SHI L, HAN J, et al. Deep convolutional neural networks for rice grain yield estimation at the ripening stage using UAV-based remotely sensedimages[J]. Field Crops Research, 2019, 235: 142-153.
[9] 朱安康,王娆芬,张振宇. 基于深度学习的铝材表面缺陷检测系统设计[J]. 传感器与微系统, 2022, 41(8):96-99. ZHU Ankang, WANG Raofen, ZHANG Zhenyu. Design of aluminum surface defect detection system based on deep learning[J]. Transducer and Microsystem Technologies, 2022, 41(8): 96-99.
[10] YUAN Z, ZHANG Z, SU H, et al. Vision-based defect detection for mobile phone cover glass using deep neural networks[J]. International Journal of Precision Engineering and Manufacturing, 2018, 19: 801-810.
[11] 吴伟浩,李青. 基于改进Yolo v3的电连接器缺陷检测[J]. 传感技术学报, 2020, 33(2): 299-307. WU Weihao, LI Qing. Defect detection of electrical connector based on improved Yolo v3[J]. Chinese Journal of Sensors and Actuators, 2020, 33(2): 299-307.
[12] 王淑青,张鹏飞,要若天,等. 基于改进YOLOv5的太阳能电池片表面缺陷检测[J]. 仪表技术与传感器, 2022(5): 111-116. WANG Shuqing, ZHANG Pengfei, YAO Ruotian, et al. Surface defect detection of solar cell based on improved YOLOv5[J]. Instrument Technique and Sensor, 2022(5): 111-116.
[13] KUANG H, DING Y, LI R, et al. Defect detection of bamboo strips based on LBP and GLCM features by using SVM classifier[C] //2018 Chinese Control and Decision Conference(CCDC). Shenyang, China: IEEE, 2018: 3341-3345.
[14] LI X, ZHU J, SHI H, et al. Surface defect detection of seals based on K-means clustering algorithm and particle swarm optimization[J]. Scientific Programming, 2021, 2021: 3965247.
[15] 李军华,权小霞,汪宇玲. 多特征融合的瓷砖表面缺陷检测算法研究[J]. 计算机工程与应用, 2020, 56(15): 191-198. LI Junhua, QUAN Xiaoxia, WANG Yuling. Research on defect detection algorithm of ceramic tile surface with multi-feature fusion[J]. Computer Engineering and Applications, 2020, 56(15): 191-198.
[16] LIN T, DOLLÁR P, GIRSHICK R, et al. Feature pyramid networks for object detection[C] //2017 IEEE Conference on Computer Vision and Pattern Recognition. Honolulu, HI, USA: IEEE, 2017: 2117-2125.
[17] HE K, ZHANG X, REN S, et al. Deep residual learning for image recognition[C] //2016 IEEE Conference on Computer Vision and Pattern Recognition. Las Vegas, NV, USA: IEEE, 2016: 770-778.
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