·802· 智能系统学报 第14卷 [29]王冰.工程轮胎X光检测机控制系统的研究与设计 versity of Finance and Economics,2015 D1.天津：天津大学，2010 [40]XIANG Yuanyuan,ZHANG Caiming,GUO Qiang.A WANG Bing.Research and design on X-ray otr tire de- dictionary-based method for tire defect detection[C]//Pro- tector control system[D].Tianjin:Tianjin University, ceedings of 2014 IEEE International Conference on In- 2010. formation and Automation.Hailar,China,2014:519-523. [30]林丽红.轮胎X光检测机的图像处理算法研究D].广 [41]ZHANG Yan,LI Tao,LI Qingling.Detection of foreign 州：华南理工大学，2016. bodies and bubble defects in tire radiography images LIN Lihong.Research on the algorithm of image pro- based on total variation and edge detection[J].Chinese cessing for tire X-ray detector[D].Guangzhou:South physics letters,2013,30(8):084205. China University of Technology,2016. [42]张斌，林森，高书征.基于图像处理的轮胎X光图像杂 [31]张岩.基于计算机视觉的轮胎缺陷无损检测关键问题 质检测技术[).橡塑技术与装备（橡胶），2016,42(9)： 研究D1.青岛：青岛科技大学，2014. 50-54 ZHANG Yan.Research on nondestructive tire defect de- ZHANG Bin,LIN Sen,GAO Shuzheng.Tire X-ray im- tection using computer vision methods[D].Qingdao: age impurity detection based on image processing techno- Qingdao University of Science and Technology,2014. logy[J].China rubber/plastics technology and equipment [32]刘宏贵.轮胎X射线图像缺陷检测算法研究[U】.传感 (ubber),2016.42(9:50-54. 器世界，2014,20(11)14-18. [43]徐啟蕾.轮胎X光图像自动识别系统算法研究[D].青 LIU Honggui.Study of defect detection algorithms for X- 岛：青岛科技大学，2006 ray images of tires[J].Sensor world,2014,20(11):14-18. XU Qilei.Research of automatic tire X-ray image analys- [33]高鹏.基于X光图像的轮胎内部缺陷检测技术研究 is algorithm[D].Qingdao:Qingdao University of Science [D].天津：天津大学，2009. and Technology,2006. GAO Peng.Technology of tire internal defects detection [44]MAK K L,PENG Pai,YIU K F C.Fabric defect detec- based on the X-ray image[D].Tianjin:Tianjin University, tion using multi-level tuned-matched Gabor filters[J]. 2009 Journal of industrial and management optimization,2012, [34]张潘杰，郑修楠，李金屏.基于穿线法的轮胎帘线断裂 8(2):325-341. 缺陷检测.济南大学学报（自然科学版），2018,32(2)： [45]KUMAR A,PANG G K H.Defect detection in textured 102-106. materials using Gabor filters[J].IEEE transactions on in- ZHANG Panjie,ZHENG Xiunan,LI Jinping.Tire cord dustry applications,2002,38(2):425-440. breakage detection based on threading method[J].Journal [46]王泽华，杨清雷.轮胎纹理分层的Gabor滤波器设计 of University of Jinan (Natural science Edition),2018, [.青岛科技大学学报（自然科学版），2009,30(6)： 32(2:102-106. 536-540. [35]ZHANG Yan,LEFEBVRE D,LI Qingling.Automatic WANG Zehua,YANG Qinglei.An algorithm of design- detection of defects in tire radiographic images[J].IEEE ing Gabor filters for getting every texture layer of multi- transactions on automation science and engineering,2017, layers texture tyre image[J].Journal of Qingdao Uni- 14(3:1378-1386 versity of Science and Technology (Natural Science Edi- [36]GUO Qiang,ZHANG Caiming,LIU Hui,et al.Defect de- tion),2009,30(6):536-540. tection in tire X-ray images using weighted texture dis- [47]林佳佳.基于轮胎X光图像的0号带束层缺陷检测算 similarity[J].Journal of sensors,2016,2016:4140175. 法研究D].青岛：青岛科技大学，2017 [37刀陶沈明.轮胎缺陷检测系统的研究与实现D].济南：山 LIN Jiajia.Research on defect detection algorithm of# 东大学，2016. belt in tire X-ray images[D].Qingdao:Qingdao Uni- TAO Shenming.The research and implementation of the versity of Science and Technology,2017. tire defects detection system[D].Jinan:Shandong Uni- [48]张传海.纹理无关的裂纹缺陷检测算法D].济南：山东 versity.2016. 大学，2013. [38]XIANG Yuanyuan.Tire defect detection using local and ZHANG Chuanhai.Texture-invariant detection method global features[J].Computer aided drafting,design and for tire crack[D].Jinan:Shandong University,2013. manufacturing,2013,23(4):49-52. [49]LIU O.WANG G.GUO O.Tire Defect Detection Based [39]向媛媛.基于图像字典表示的缺陷检测算法D].济南： on Radon Transform[J].Journal of Computational In- 山东财经大学，2015 formation Systems,2015,11(21):7841-7848. XIANG Yuanyuan.Defect detection algorithm based on [50]韩延彬，王杰，夏英杰，等.灰度累积投影直方图在胎冠 image dictionary representation[D].Jinan:Shandong Uni- 缺陷检测中的应用[J].计算机应用，2014,34(8)：王冰. 工程轮胎 X 光检测机控制系统的研究与设计 [D]. 天津: 天津大学, 2010. WANG Bing. Research and design on X-ray otr tire de￾tector control system[D]. Tianjin: Tianjin University, 2010. [29] 林丽红. 轮胎 X 光检测机的图像处理算法研究 [D]. 广 州: 华南理工大学, 2016. LIN Lihong. Research on the algorithm of image pro￾cessing for tire X-ray detector[D]. Guangzhou: South China University of Technology, 2016. [30] 张岩. 基于计算机视觉的轮胎缺陷无损检测关键问题 研究 [D]. 青岛: 青岛科技大学, 2014. ZHANG Yan. Research on nondestructive tire defect de￾tection using computer vision methods[D]. Qingdao: Qingdao University of Science and Technology, 2014. [31] 刘宏贵. 轮胎 X 射线图像缺陷检测算法研究 [J]. 传感 器世界, 2014, 20(11): 14–18. LIU Honggui. Study of defect detection algorithms for X￾ray images of tires[J]. Sensor world, 2014, 20(11): 14–18. [32] 高鹏. 基于 X 光图像的轮胎内部缺陷检测技术研究 [D]. 天津: 天津大学, 2009. GAO Peng. Technology of tire internal defects detection based on the X-ray image[D]. Tianjin: Tianjin University, 2009. [33] 张潘杰, 郑修楠, 李金屏. 基于穿线法的轮胎帘线断裂 缺陷检测 [J]. 济南大学学报(自然科学版), 2018, 32(2): 102–106. ZHANG Panjie, ZHENG Xiunan, LI Jinping. Tire cord breakage detection based on threading method[J]. Journal of University of Jinan (Natural science Edition), 2018, 32(2): 102–106. [34] ZHANG Yan, LEFEBVRE D, LI Qingling. Automatic detection of defects in tire radiographic images[J]. IEEE transactions on automation science and engineering, 2017, 14(3): 1378–1386. [35] GUO Qiang, ZHANG Caiming, LIU Hui, et al. Defect de￾tection in tire X-ray images using weighted texture dis￾similarity[J]. Journal of sensors, 2016, 2016: 4140175. [36] 陶沈明. 轮胎缺陷检测系统的研究与实现 [D]. 济南: 山 东大学, 2016. TAO Shenming. The research and implementation of the tire defects detection system[D]. Jinan: Shandong Uni￾versity, 2016. [37] XIANG Yuanyuan. Tire defect detection using local and global features[J]. Computer aided drafting, design and manufacturing, 2013, 23(4): 49–52. [38] 向媛媛. 基于图像字典表示的缺陷检测算法 [D]. 济南: 山东财经大学, 2015. XIANG Yuanyuan. Defect detection algorithm based on image dictionary representation[D]. Jinan: Shandong Uni- [39] versity of Finance and Economics, 2015. XIANG Yuanyuan, ZHANG Caiming, GUO Qiang. A dictionary-based method for tire defect detection[C]//Pro￾ceedings of 2014 IEEE International Conference on In￾formation and Automation. Hailar, China, 2014: 519-523. [40] ZHANG Yan, LI Tao, LI Qingling. Detection of foreign bodies and bubble defects in tire radiography images based on total variation and edge detection[J]. Chinese physics letters, 2013, 30(8): 084205. [41] 张斌, 林森, 高书征. 基于图像处理的轮胎 X 光图像杂 质检测技术 [J]. 橡塑技术与装备(橡胶), 2016, 42(9): 50–54. ZHANG Bin, LIN Sen, GAO Shuzheng. Tire X-ray im￾age impurity detection based on image processing techno￾logy[J]. China rubber/plastics technology and equipment (rubber), 2016, 42(9): 50–54. [42] 徐啟蕾. 轮胎 X 光图像自动识别系统算法研究 [D]. 青 岛: 青岛科技大学, 2006. XU Qilei. Research of automatic tire X-ray image analys￾is algorithm[D]. Qingdao: Qingdao University of Science and Technology, 2006. [43] MAK K L, PENG Pai, YIU K F C. Fabric defect detec￾tion using multi-level tuned-matched Gabor filters[J]. Journal of industrial and management optimization, 2012, 8(2): 325–341. [44] KUMAR A, PANG G K H. Defect detection in textured materials using Gabor filters[J]. IEEE transactions on in￾dustry applications, 2002, 38(2): 425–440. [45] 王泽华, 杨清雷. 轮胎纹理分层的 Gabor 滤波器设计 [J]. 青岛科技大学学报 (自然科学版), 2009, 30(6): 536–540. WANG Zehua, YANG Qinglei. An algorithm of design￾ing Gabor filters for getting every texture layer of multi￾layers texture tyre image[J]. Journal of Qingdao Uni￾versity of Science and Technology (Natural Science Edi￾tion), 2009, 30(6): 536–540. [46] 林佳佳. 基于轮胎 X 光图像的 0 号带束层缺陷检测算 法研究 [D]. 青岛: 青岛科技大学, 2017. LIN Jiajia. Research on defect detection algorithm of #0 belt in tire X-ray images[D]. Qingdao: Qingdao Uni￾versity of Science and Technology, 2017. [47] 张传海. 纹理无关的裂纹缺陷检测算法 [D]. 济南: 山东 大学, 2013. ZHANG Chuanhai. Texture—invariant detection method for tire crack[D]. Jinan: Shandong University, 2013. [48] LIU Q, WANG G, GUO Q. Tire Defect Detection Based on Radon Transform[J]. Journal of Computational In￾formation Systems, 2015, 11(21): 7841–7848. [49] 韩延彬, 王杰, 夏英杰, 等. 灰度累积投影直方图在胎冠 缺陷检测中的应用 [J]. 计算机应用, 2014, 34(8): [50] ·802· 智 能 系 统 学 报 第 14 卷