{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,26]],"date-time":"2026-10-26T16:02:30Z","timestamp":1793030550457,"version":"4.5.0"},"reference-count":26,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2011,4,20]],"date-time":"2011-04-20T00:00:00Z","timestamp":1303257600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Machine Vision and Applications"],"published-print":{"date-parts":[[2012,7]]},"DOI":"10.1007\/s00138-011-0335-y","type":"journal-article","created":{"date-parts":[[2011,4,19]],"date-time":"2011-04-19T04:04:03Z","timestamp":1303185843000},"page":"739-750","source":"Crossref","is-referenced-by-count":9,"title":["A novel multiscale-multidirectional autocorrelation approach for defect detection in homogeneous flat surfaces"],"prefix":"10.1007","volume":"23","author":[{"given":"Ahmad Said","family":"Tolba","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2011,4,20]]},"reference":[{"key":"335_CR1","first-page":"294","volume":"74","author":"K. Schicktanz","year":"1993","unstructured":"Schicktanz K.: Automatic fault detection possibilities on nonwoven fabrics. Melliand Textilberichte 74, 294\u2013295 (1993)","journal-title":"Melliand Textilberichte"},{"issue":"3","key":"335_CR2","doi-asserted-by":"crossref","first-page":"1","DOI":"10.5565\/rev\/elcvia.268","volume":"7","author":"X. Xie","year":"2008","unstructured":"Xie X.: A review of recent advances in surface defect detection using texture analysis techniques. Electron. Lett. Comput. Vis. Image Anal. 7(3), 1\u201322 (2008)","journal-title":"Electron. Lett. Comput. Vis. Image Anal."},{"issue":"1","key":"335_CR3","doi-asserted-by":"crossref","first-page":"348","DOI":"10.1109\/TIE.1930.896476","volume":"55","author":"A. Kumar","year":"2008","unstructured":"Kumar A.: Computer vision-based fabric defect detection: a survey. IEEE Trans. Ind. Electron. 55(1), 348\u2013363 (2008)","journal-title":"IEEE Trans. Ind. Electron."},{"key":"335_CR4","unstructured":"Mak, K.L., Peng, P.: Detecting defects in textile fabrics with optimal Gabor filters. In: Proceedings of World Academy of Science and Technology, vol. 13, pp. 1307\u20136884 (2006)"},{"key":"335_CR5","unstructured":"Alameldin, A.: Computer vision for automated inspection of homogeneous textures: methodology for feature extraction and classification. PhD thesis, Wuppertal University, Germany (1988)"},{"issue":"3","key":"335_CR6","doi-asserted-by":"crossref","first-page":"319","DOI":"10.1016\/S0166-3615(96)00076-0","volume":"32","author":"A.S. Tolba","year":"1997","unstructured":"Tolba A.S., Abu-Rezeq A.N.: A self-organizing feature map for automated visual inspection of textile products. Comput. Ind. 32(3), 319\u2013333 (1997)","journal-title":"Comput. Ind."},{"key":"335_CR7","doi-asserted-by":"crossref","unstructured":"Cuenca, S.A., C\u00e1mara, A.: New texture descriptor for high-speed inspection applications. In: Proceedings of ICIP (2003)","DOI":"10.1109\/ICIP.2003.1247300"},{"issue":"12","key":"335_CR8","doi-asserted-by":"crossref","first-page":"2379","DOI":"10.1364\/JOSAA.4.002379","volume":"4","author":"D.J. Field","year":"1987","unstructured":"Field D.J.: Relations between the statistics of natural images and the response properties of cortical cells. J. Opt. Soc. Am. A 4(12), 2379\u20132394 (1987)","journal-title":"J. Opt. Soc. Am. A"},{"key":"335_CR9","unstructured":"Monadjemi, A.: Towards efficient texture classification and abnormality detection. PhD thesis, University of Bristol, UK (2004)"},{"key":"335_CR10","unstructured":"TILDA.: Textile defect image database. University of Freiburg, Germany"},{"key":"335_CR11","doi-asserted-by":"crossref","unstructured":"Chang, K., Bowyer, K., Sivagurunath, M.: Evaluation of texture segmentation algorithms. In: IEEE Conference on Computer Vision and Pattern Recognition, vol. 1, pp. 294\u2013299 (1999)","DOI":"10.1109\/CVPR.1999.786954"},{"key":"335_CR12","doi-asserted-by":"crossref","unstructured":"Verrill, S.P., Johnson, R.A.: Confidence bounds and hypothesis tests for normal distribution coefficients of variation. Research Paper FPL-RP-638. U.S. Department of Agriculture, Forest Service, Forest Products Laboratory, Madison, WI (2007)","DOI":"10.2737\/FPL-RP-638"},{"key":"335_CR13","volume-title":"Signals and Systems Demystified","author":"D. MacMahon","year":"2006","unstructured":"MacMahon D.: Signals and Systems Demystified. McGraw-Hill, New York (2006)"},{"key":"335_CR14","doi-asserted-by":"crossref","DOI":"10.1002\/0470097434","volume-title":"Digital Image Processing","author":"W.K. Pratt","year":"2007","unstructured":"Pratt W.K.: Digital Image Processing. Wiley, New York (2007)"},{"key":"335_CR15","volume-title":"Encyclopedia of Neuroscience","author":"M.S. Landy","year":"1996","unstructured":"Landy M.S.: Texture perception. In: Adelman, G. (Ed.) Encyclopedia of Neuroscience, Elsevier\/North-Holland, New York (1996)"},{"key":"335_CR16","unstructured":"Akaho, S.: Translation, scale and rotation invariant features based on high-order autocorrelations, Bull. ETL (Oct 1993)"},{"issue":"1","key":"335_CR17","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1007\/BF00337288","volume":"43","author":"T. Kohonen","year":"1982","unstructured":"Kohonen T.: Self-organizing formation of topologically correct feature maps. Biol. Cybern. 43(1), 59\u201369 (1982)","journal-title":"Biol. Cybern."},{"key":"335_CR18","volume-title":"Fundamentals of Neural Networks","author":"L. Fausett","year":"1994","unstructured":"Fausett L.: Fundamentals of Neural Networks. Prentice-Hall, Englewood Cliffs (1994)"},{"key":"335_CR19","doi-asserted-by":"crossref","unstructured":"Altman, D.G., Bland, J.M.: Statistics notes: diagnostic tests 1: sensitivity and specificity. BMJ 308, 1552 (1994)","DOI":"10.1136\/bmj.308.6943.1552"},{"issue":"4","key":"335_CR20","doi-asserted-by":"crossref","first-page":"547","DOI":"10.1093\/bioinformatics\/btg447","volume":"20","author":"Z. Lu","year":"2004","unstructured":"Lu Z.: Predicting sub cellular localization of proteins using machine-learned classifiers. Bioinformatics 20(4), 547\u2013556 (2004)","journal-title":"Bioinformatics"},{"key":"335_CR21","doi-asserted-by":"crossref","unstructured":"Eisner, R., Poulin, B., Szafron, D., Lu, P., Greiner, R.: Improving protein function prediction using the hierarchical structure of the gene ontology. In: IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology (2005)","DOI":"10.1109\/CIBCB.2005.1594940"},{"key":"335_CR22","doi-asserted-by":"crossref","unstructured":"Sokolova, M., Japkowicz, N., Szpakowicz, S.: Beyond, accuracy, F-score and ROC: a family of discriminant measures for performance evaluation. In: AI 2006: Advances in Artificial Intelligence: Lecture Notes in Computer Science, vol. 4304\/2006, pp. 1015\u20131021 (2006)","DOI":"10.1007\/11941439_114"},{"key":"335_CR23","doi-asserted-by":"crossref","unstructured":"Eisner, R., Poulin, B., Szafron, D., Lu, P., Greiner, R.: Improving protein function prediction using the hierarchical structure of the gene ontology. In: Proceedings of IEEE CIBCB (2005)","DOI":"10.1109\/CIBCB.2005.1594940"},{"key":"335_CR24","doi-asserted-by":"crossref","unstructured":"Joshi, M.V.: On evaluating performance of classifiers for rare classes. In: Proceedings of the 2002 IEEE International Conference on Data Mining, vol. 641 (2002)","DOI":"10.1109\/ICDM.2002.1184018"},{"key":"335_CR25","doi-asserted-by":"crossref","first-page":"412","DOI":"10.1093\/bioinformatics\/16.5.412","volume":"16","author":"P. Baldi","year":"2000","unstructured":"Baldi P., Brunak S., Chauvin Y., Andersen C.A.F., Nielsen H.: Assessing the accuracy of prediction algorithms for classification: an overview. Bioinformatics 16, 412\u2013424 (2000)","journal-title":"Bioinformatics"},{"key":"335_CR26","unstructured":"Surface Inspection for Wallboard Application Notes. Vision Engineering, Inc"}],"container-title":["Machine Vision and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00138-011-0335-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00138-011-0335-y\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00138-011-0335-y","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,5]],"date-time":"2025-03-05T04:16:34Z","timestamp":1741148194000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00138-011-0335-y"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2011,4,20]]},"references-count":26,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2012,7]]}},"alternative-id":["335"],"URL":"https:\/\/doi.org\/10.1007\/s00138-011-0335-y","relation":{},"ISSN":["0932-8092","1432-1769"],"issn-type":[{"value":"0932-8092","type":"print"},{"value":"1432-1769","type":"electronic"}],"subject":[],"published":{"date-parts":[[2011,4,20]]}}}