Journal of Shandong University(Engineering Science) ›› 2022, Vol. 52 ›› Issue (3): 9-17.doi: 10.6040/j.issn.1672-3961.0.2021.319

Previous Articles     Next Articles

Tire X-ray image distortion detection based on threading method

HAO Jinyi1,2,3, LI Pengcheng1,2,3, HUANG Yimei1,2,3, LI Jinping1,2,3*   

  1. 1. School of Information Science and Engineering, University of Jinan, Jinan 250022, Shandong, China;
    2. Shandong Provincial Key Laboratory of Network Based Intelligent Computing(University of Jinan), Jinan 250022, Shandong, China;
    3. Shandong College and University Key Laboratory of Information Processing and Cognitive Computing in 13th Five-Year(University of Jinan), Jinan 250022, Shandong, China
  • Published:2022-06-23

CLC Number: 

  • TP391
[1] 邵明红. 轮胎缺陷检测的处理和算法研究[D]. 济南:山东大学控制科学与工程系, 2012. SHAO Minghong. Treatment and algorithm research of tires defects detection[D]. Jinan: Department of Control Science and Engineering, Shandong University, 2012.
[2] 李杰. 基于轮胎质量检测成像与常见故障识别算法研究[D]. 沈阳:东北大学机械工程与自动化系, 2012. LI Jie. Research on the image of tyres quality test and common fault recognition algorithms[D]. Shenyang: Department of Mechanical Engineering and Automation, Northeastern University, 2012.
[3] QI Xinwei, MIAO Ligang. A template matching method for multi-scale and rotated images using ring projection vector conversion[C] //Processdings of ICIVC 2018. Chongqing: IEEE, 2018.
[4] ORON S, DEKEL T, XUE T, et al. Best-buddies similarity: robust template matching using mutual nearest neighbors[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2018, 40(8): 1799-1813.
[5] 王刚,施忠臣,尚洋,等. 结合模板匹配和梯度峰值的对角标志自动提取方法[J]. 光学学报, 2018, 38(8): 156-163. WANG Gang, SHI Zhongchen, SHANG Yang, et al. Automatic extraction of diagonal markers based on template matching and peaks of gradient histogram[J].Acta Optica Sinica, 2018, 38(8): 156-163.
[6] 于向茹,丁健配,李金屏. 基于形态学与投影直方图的轮胎杂质缺陷检测[J]. 中国科学技术大学学报, 2019, 49(1): 49-54. YU Xiangru, DING Jianpei, LI Jinping. Tire impurity defect detection based on morphology and projection histogram[J]. Journal of University of Science and Technology of China, 2019, 49(1): 49-54.
[7] ZHOU Zhihua, XIN Geng. Projection functions for eye detection[J]. Pattern Recognition, 2004, 37(5): 1049-1056.
[8] GHOSH M, GUHA R, MONDAL R, et al. Feature selection using histogram-based multi-objective GA for handwritten devanagari numeral recognition[M]. Singapore: Springer, 2018: 471-479.
[9] 郑修楠, 张潘杰, 李金屏. 基于穿线法的轮胎帘线弯曲缺陷检测[J]. 济南大学学报(自然科学版), 2018, 32(4): 286-290. ZHEN Xiunan, ZHANG Panjie, LI Jinping. Bending defect detection of tire cord based on threading method[J]. Journal of University of Jinan(Science and Technology), 2018, 32(4): 286-290.
[10] LIU Ying, YAN Haoyang, LIM K P. Study on rotation-invariant texture feature extraction for tire pattern retrieval[J]. Multidimensional Systems and Signal Processing, 2017, 28(2): 757-770.
[11] 卞国龙, 李勇, 戚顺青,等. 基于卷积神经网络的轮胎X射线图像缺陷检测[J]. 轮胎工业, 2019, 39(4): 247-251. BIAN Guolong, LI Yong, QI Shunqing, et al. Defect detection of tire by X ray image based on convolutional neural network[J]. Tire Industry, 2019, 39(4): 247-251.
[12] ZHAO Guo, QIN Shiyin. High-precision detection of defects of tire texture through X-ray imaging based on local inverse difference moment features[J]. Sensors, 2018, 18(8): 2524.
[13] WANG Ren, GUO Qiang, LU Shanmei, et al. Tire defect detection using fully convolutional network[J]. IEEE Access, 2019, 7: 43502-43510.
[14] INDOLIA S, GOSWAMI A K, MISHRA S P, et al. Conceptual understanding of convolutional neural network-a deep learning approach[J]. Procedia Computer Science, 2018, 132: 679-688.
[15] LIU Weibo, WANG Zidong, LIU Xiaohui, et al. A survey of deep neural network architectures and their applications[J]. Neurocomputing, 2017, 234: 11-26.
[16] JI Zhong, SUN Yuxin, YU Yunlong, et al.Attribute-guided network for cross-modal zero-shot hashing[J]. IEEE Transactions on Neural Networks and Learning Systems, 2020, 31(1): 321-330.
[17] REZATOFIGHI H, TSOI N, GWAK J Y, et al. Generalized intersection over union: a metric and a loss for bounding box regression[C] //Processdings of CVPR 2019. Long Beach, USA: IEEE, 2019: 658-666.
[18] KONG T, SUN F, LIU H, et al. Foveabox: beyound anchor-based object detection[J]. IEEE Transactions on Image Processing, 2020, 29: 7389-7398.
[19] REN S, HE K, GIRSHICK R, et al. Faster R-CNN: towards real-time object detection with region proposal networks[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2016, 39(6): 1137-1149.
[20] CUI Xuehong, LIU Yun, ZHANG Yan, et al. Tire defects classification with multi-contrast convolutional neural networks[J]. International Journal of Pattern Recognition and Artificial Intelligence, 2018, 32(4): 18500.
[1] DENG Bin, ZHANG Zongbao, ZHAO Wenmeng, LUO Xinhang, WU Qiuwei. Cloud-edge collaborative and graph neural network based load forecasting method for electric vehicle charging stations [J]. Journal of Shandong University(Engineering Science), 2025, 55(5): 62-69.
[2] LI Erchao, ZHANG Zhizhao. Online dynamic demand vehicle routing planning [J]. Journal of Shandong University(Engineering Science), 2024, 54(5): 62-73.
[3] YANG Jucheng, WEI Feng, LIN Liang, JIA Qingxiang, LIU Jianzheng. A research survey of driver drowsiness driving detection [J]. Journal of Shandong University(Engineering Science), 2024, 54(2): 1-12.
[4] XIAO Wei, ZHENG Gengsheng, CHEN Yujia. Named entity recognition method combined with self-training model [J]. Journal of Shandong University(Engineering Science), 2024, 54(2): 96-102.
[5] Gang HU, Lemeng WANG, Zhiyu LU, Qin WANG, Xiang XU. Importance identification method based on multi-order neighborhood hierarchical association contribution of nodes [J]. Journal of Shandong University(Engineering Science), 2024, 54(1): 1-10.
[6] Jiachun LI,Bowen LI,Jianbo CHANG. An efficient and lightweight RGB frame-level face anti-spoofing model [J]. Journal of Shandong University(Engineering Science), 2023, 53(6): 1-7.
[7] Yujiang FAN,Huanhuan HUANG,Jiaxiong DING,Kai LIAO,Binshan YU. Resilience evaluation system of the old community based on cloud model [J]. Journal of Shandong University(Engineering Science), 2023, 53(5): 1-9, 19.
[8] Ying LI,Jiankun WANG. The classification of mild cognitive impairment based on supervised graph regularization and information fusion [J]. Journal of Shandong University(Engineering Science), 2023, 53(4): 65-73.
[9] WU Yanli, LIU Shuwei, HE Dongxiao, WANG Xiaobao, JIN Di. Poisson-gamma topic model of describing multiple underlying relationships [J]. Journal of Shandong University(Engineering Science), 2023, 53(2): 51-60.
[10] YU Mingjun, DIAO Hongjun, LING Xinghong. Online multi-object tracking method based on trajectory mask [J]. Journal of Shandong University(Engineering Science), 2023, 53(2): 61-69.
[11] LIU Xing, YANG Lu, HAO Fanchang. Finger vein image retrieval based on multi-feature fusion [J]. Journal of Shandong University(Engineering Science), 2023, 53(2): 118-126.
[12] LIU Fangxu, WANG Jian, WEI Benzheng. Auxiliary diagnosis algorithm for pediatric pneumonia based on multi-spatial attention [J]. Journal of Shandong University(Engineering Science), 2023, 53(2): 135-142.
[13] YU Yixuan, YANG Geng, GENG Hua. Multimodal hierarchical keyframe extraction method for continuous combined motion [J]. Journal of Shandong University(Engineering Science), 2023, 53(2): 42-50.
[14] HUANG Huajuan, CHENG Qian, WEI Xiuxi, YU Chuchu. Adaptive crow search algorithm with Jaya algorithm and Gaussian mutation [J]. Journal of Shandong University(Engineering Science), 2023, 53(2): 11-22.
[15] ZHANG Hao, LI Ziling, LIU Tong, ZHANG Dawei, TAO Jianhua. A technology prediction model based on fuzzy Bayesian networks with sociological factors [J]. Journal of Shandong University(Engineering Science), 2023, 53(2): 23-33.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
[1] WANG Su-yu,<\sup>,AI Xing<\sup>,ZHAO Jun<\sup>,LI Zuo-li<\sup>,LIU Zeng-wen<\sup> . Milling force prediction model for highspeed end milling 3Cr2Mo steel[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(1): 1 -5 .
[2] LI Kan . Empolder and implement of the embedded weld control system[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2008, 38(4): 37 -41 .
[3] SHI Lai-shun,WAN Zhong-yi . Synthesis and performance evaluation of a novel betaine-type asphalt emulsifier[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2008, 38(4): 112 -115 .
[4] KONG Xiang-zhen,LIU Yan-jun,WANG Yong,ZHAO Xiu-hua . Compensation and simulation for the deadband of the pneumatic proportional valve[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(1): 99 -102 .
[5] CHEN Rui, LI Hongwei, TIAN Jing. The relationship between the number of magnetic poles and the bearing capacity of radial magnetic bearing[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2018, 48(2): 81 -85 .
[6] LI Ke,LIU Chang-chun,LI Tong-lei . Medical registration approach using improved maximization of mutual information[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(2): 107 -110 .
[7] JI Tao,GAO Xu/sup>,SUN Tong-jing,XUE Yong-duan/sup>,XU Bing-yin/sup> . Characteristic analysis of fault generated traveling waves in 10 Kv automatic blocking and continuous power transmission lines[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(2): 111 -116 .
[8] . [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2009, 39(1): 27 -32 .
[9] WANG Li-ju,HUANG Qi-cheng,WANG Zhao-xu . [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(6): 51 -56 .
[10] SUN Dianzhu, ZHU Changzhi, LI Yanrui. [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2009, 39(1): 84 -86 .