메뉴 건너뛰기




Volumn 41, Issue 7, 2008, Pages 517-524

Detection of line weld defects based on multiple thresholds and support vector machine

Author keywords

Hough transform; Support vector machine (SVM); Weld defect detection; X ray image

Indexed keywords

FEATURE EXTRACTION; HOUGH TRANSFORMS; IMAGE ENHANCEMENT; IMAGE RETRIEVAL; LEARNING SYSTEMS; REAL TIME SYSTEMS; SUPPORT VECTOR MACHINES; VECTORS; WELDING; WELDS; X RAY ANALYSIS; X RAY APPARATUS; X RAYS;

EID: 48149094737     PISSN: 09638695     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ndteint.2008.05.004     Document Type: Article
Times cited : (119)

References (25)
  • 1
    • 2442475629 scopus 로고    scopus 로고
    • Automatic inspection of gas pipeline welding defects using an expert vision system
    • Shafeek H.I., Gadelmawla E.S., Abdel-Shafy A.A., and Elewa I.M. Automatic inspection of gas pipeline welding defects using an expert vision system. NDT & E Int 37 4 (2004) 301-307
    • (2004) NDT & E Int , vol.37 , Issue.4 , pp. 301-307
    • Shafeek, H.I.1    Gadelmawla, E.S.2    Abdel-Shafy, A.A.3    Elewa, I.M.4
  • 2
    • 34247881977 scopus 로고    scopus 로고
    • Research on segmentation and distribution features of small defects in precision weldments with complex structure
    • Shi D.H., Gang T., Yang S.Y., and Yuan Y. Research on segmentation and distribution features of small defects in precision weldments with complex structure. NDT & E Int 40 5 (2007) 397-404
    • (2007) NDT & E Int , vol.40 , Issue.5 , pp. 397-404
    • Shi, D.H.1    Gang, T.2    Yang, S.Y.3    Yuan, Y.4
  • 3
    • 2442626918 scopus 로고    scopus 로고
    • Assessment of welding defects for gas pipeline radiographs using computer vision
    • Shafeek H.I., Gadelmawla E.S., Abdel-Shafy A.A., and Elewa I.M. Assessment of welding defects for gas pipeline radiographs using computer vision. NDT & E Int 37 4 (2004) 291-299
    • (2004) NDT & E Int , vol.37 , Issue.4 , pp. 291-299
    • Shafeek, H.I.1    Gadelmawla, E.S.2    Abdel-Shafy, A.A.3    Elewa, I.M.4
  • 4
    • 33947223448 scopus 로고    scopus 로고
    • Improving automatic detection of defects in castings by applying wavelet technique
    • Li X., Tso S.K., Guan X.P., and Huang Q. Improving automatic detection of defects in castings by applying wavelet technique. IEEE Trans Ind Electron 53 6 (2006) 1927-1934
    • (2006) IEEE Trans Ind Electron , vol.53 , Issue.6 , pp. 1927-1934
    • Li, X.1    Tso, S.K.2    Guan, X.P.3    Huang, Q.4
  • 5
    • 17044414492 scopus 로고    scopus 로고
    • Ng HF. Automatic thresholding for defect detection. In: Proceedings of 3rd international conference on image and graphics, 2004. p. 532-5.
    • Ng HF. Automatic thresholding for defect detection. In: Proceedings of 3rd international conference on image and graphics, 2004. p. 532-5.
  • 6
    • 25444499950 scopus 로고    scopus 로고
    • Flaw detection in radiographic weld images using morphological approach
    • Alaknanda, Anand R.S., and Kumar P. Flaw detection in radiographic weld images using morphological approach. NDT & E Int 39 1 (2006) 29-33
    • (2006) NDT & E Int , vol.39 , Issue.1 , pp. 29-33
    • Alaknanda1    Anand, R.S.2    Kumar, P.3
  • 7
    • 33749070662 scopus 로고    scopus 로고
    • Nacereddine N, Tridi M. Computer-aided shape analysis and classification of weld defects in industrial radiography based invariant attributes and neural networks. In: Proceedings of 4th international symposium on image and signal processing and analysis, 2005. p. 88-93.
    • Nacereddine N, Tridi M. Computer-aided shape analysis and classification of weld defects in industrial radiography based invariant attributes and neural networks. In: Proceedings of 4th international symposium on image and signal processing and analysis, 2005. p. 88-93.
  • 8
    • 6344261974 scopus 로고    scopus 로고
    • Zhang XG, Xu JJ, Ge GY. Defects recognition on X-ray images for weld inspection using SVM. In: Proceedings of 2004 international conference on machine learning and cybernetics, vol. 6, 2004. p. 3721-5.
    • Zhang XG, Xu JJ, Ge GY. Defects recognition on X-ray images for weld inspection using SVM. In: Proceedings of 2004 international conference on machine learning and cybernetics, vol. 6, 2004. p. 3721-5.
  • 9
    • 34547297326 scopus 로고    scopus 로고
    • Automated visual inspection of ripple defects using wavelet characteristic based multivariate statistical approach
    • Lin H.D. Automated visual inspection of ripple defects using wavelet characteristic based multivariate statistical approach. Image Vision Comput 25 11 (2007) 1785-1801
    • (2007) Image Vision Comput , vol.25 , Issue.11 , pp. 1785-1801
    • Lin, H.D.1
  • 10
    • 10944239613 scopus 로고    scopus 로고
    • Pakkanen J, Iivarinen J. A novel self-organizing neural network for defect image classification. In: 2004 IEEE international conference on neural networks, vol. 4, 2004. p. 2553-6.
    • Pakkanen J, Iivarinen J. A novel self-organizing neural network for defect image classification. In: 2004 IEEE international conference on neural networks, vol. 4, 2004. p. 2553-6.
  • 11
    • 4444265786 scopus 로고    scopus 로고
    • Zhang XG, Xu JJ, Li Y. The research of defect recognition for radiographic weld image based on fuzzy neural network. In: Proceedings of 5th world congress on intelligent control and automation, vol. 3, 2004. p. 2661-5.
    • Zhang XG, Xu JJ, Li Y. The research of defect recognition for radiographic weld image based on fuzzy neural network. In: Proceedings of 5th world congress on intelligent control and automation, vol. 3, 2004. p. 2661-5.
  • 12
    • 34047200351 scopus 로고    scopus 로고
    • Gao D, Liu YX, Zhang XG. Binary-tree multi-classifier for welding defects and its application based on SVM. In: Proceedings of 6th world congress on intelligent control and automation, vol. 2, 2006. p. 8509-13.
    • Gao D, Liu YX, Zhang XG. Binary-tree multi-classifier for welding defects and its application based on SVM. In: Proceedings of 6th world congress on intelligent control and automation, vol. 2, 2006. p. 8509-13.
  • 13
    • 27844445412 scopus 로고    scopus 로고
    • Zhang XG, Zhu ZC, Xu JH, Ren SJ. The classification algorithm of defects in weld image based on asymmetrical SVMs. In: International conference on control and automation, vol. 2, 2005. p. 1215-9.
    • Zhang XG, Zhu ZC, Xu JH, Ren SJ. The classification algorithm of defects in weld image based on asymmetrical SVMs. In: International conference on control and automation, vol. 2, 2005. p. 1215-9.
  • 14
    • 21344471962 scopus 로고    scopus 로고
    • Real-time automatic detection of weld defects in steel pipe
    • Sun Y., Bai P., Sun H.Y., and Zhou P. Real-time automatic detection of weld defects in steel pipe. NDT & E Int 38 7 (2005) 522-528
    • (2005) NDT & E Int , vol.38 , Issue.7 , pp. 522-528
    • Sun, Y.1    Bai, P.2    Sun, H.Y.3    Zhou, P.4
  • 15
    • 35349014200 scopus 로고    scopus 로고
    • Segmentation of defects from radiography images by the histogram concavity threshold method
    • Saravanan T., Bagavathiappan S., Philip John, Jayakumar T., and Raj B. Segmentation of defects from radiography images by the histogram concavity threshold method. Insight 49 10 (2007) 578-584
    • (2007) Insight , vol.49 , Issue.10 , pp. 578-584
    • Saravanan, T.1    Bagavathiappan, S.2    Philip John3    Jayakumar, T.4    Raj, B.5
  • 16
    • 48149102625 scopus 로고    scopus 로고
    • Tridi M, Nacereddine N, Oucief N. Contour estimation in synthetic and real weld defect images based on maximum likelihood. In: Proceedings of world academy of science, engineering and technology, vol. 9, 2005. p. 195-198.
    • Tridi M, Nacereddine N, Oucief N. Contour estimation in synthetic and real weld defect images based on maximum likelihood. In: Proceedings of world academy of science, engineering and technology, vol. 9, 2005. p. 195-198.
  • 17
    • 34648846727 scopus 로고    scopus 로고
    • Application of an improved watershed algorithm in welding image segmentation
    • Wang M.Q., and Chai L. Application of an improved watershed algorithm in welding image segmentation. Transactions of the China welding institution 28 7 (2007) 13-16
    • (2007) Transactions of the China welding institution , vol.28 , Issue.7 , pp. 13-16
    • Wang, M.Q.1    Chai, L.2
  • 18
    • 34948904813 scopus 로고    scopus 로고
    • Application of frequency domain processing to X-ray radiographic images of welding defects
    • Maher I.R., Talaat A.E., and Mohammed W.A. Application of frequency domain processing to X-ray radiographic images of welding defects. J X-ray Sci Technol 15 (2007) 147-156
    • (2007) J X-ray Sci Technol , vol.15 , pp. 147-156
    • Maher, I.R.1    Talaat, A.E.2    Mohammed, W.A.3
  • 19
    • 29144497884 scopus 로고    scopus 로고
    • Robust fabric defect detection and classification using multiple adaptive wavelets
    • Yang X., Pang G., and Yung N. Robust fabric defect detection and classification using multiple adaptive wavelets. VISP 152 6 (2005) 715-723
    • (2005) VISP , vol.152 , Issue.6 , pp. 715-723
    • Yang, X.1    Pang, G.2    Yung, N.3
  • 20
    • 34249865344 scopus 로고    scopus 로고
    • Real-time detection of driver cognitive distraction using support vector machines
    • Liang Y.L., Reyes M.L., and Lee J.D. Real-time detection of driver cognitive distraction using support vector machines. IEEE Trans Intell Transp Syst 8 2 (2007) 340-350
    • (2007) IEEE Trans Intell Transp Syst , vol.8 , Issue.2 , pp. 340-350
    • Liang, Y.L.1    Reyes, M.L.2    Lee, J.D.3
  • 21
    • 48149090450 scopus 로고    scopus 로고
    • Vapnik V. Estimation of dependences based on empirical data, 2nd ed, 〈http://springerlink.lib.tsinghua.edu.cn〉; 2006.
    • Vapnik V. Estimation of dependences based on empirical data, 2nd ed, 〈http://springerlink.lib.tsinghua.edu.cn〉; 2006.
  • 22
    • 48149114037 scopus 로고    scopus 로고
    • Platt JC. Sequential minimal optimization: a fast algorithm for training support vector machines, Technical report MSR-TR-98-14, 1998.
    • Platt JC. Sequential minimal optimization: a fast algorithm for training support vector machines, Technical report MSR-TR-98-14, 1998.
  • 23
    • 48149091674 scopus 로고    scopus 로고
    • Gunn SR. Support vector machines for classification and regression. Technical report image speech and intelligent systems res. gr., Southampton University, 1997.
    • Gunn SR. Support vector machines for classification and regression. Technical report image speech and intelligent systems res. gr., Southampton University, 1997.
  • 24
    • 32944472269 scopus 로고    scopus 로고
    • Line detection in images through regularized Hough transform
    • Aggarwal N., and Karl W.C. Line detection in images through regularized Hough transform. IEEE Trans Image Process 15 3 (2006) 582-591
    • (2006) IEEE Trans Image Process , vol.15 , Issue.3 , pp. 582-591
    • Aggarwal, N.1    Karl, W.C.2
  • 25
    • 0018306059 scopus 로고
    • A threshold selection method from gray-level histogram
    • Otsu N. A threshold selection method from gray-level histogram. IEEE Trans Syst Man Cybern 9 1 (1979) 62-66
    • (1979) IEEE Trans Syst Man Cybern , vol.9 , Issue.1 , pp. 62-66
    • Otsu, N.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.