{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,20]],"date-time":"2025-12-20T22:31:07Z","timestamp":1766269867711,"version":"3.37.3"},"reference-count":29,"publisher":"Springer Science and Business Media LLC","issue":"5-6","license":[{"start":{"date-parts":[[2017,5,12]],"date-time":"2017-05-12T00:00:00Z","timestamp":1494547200000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100003176","name":"Ministerio de Educaci\u00f3n, Cultura y Deporte","doi-asserted-by":"publisher","award":["AP2012-0939"],"award-info":[{"award-number":["AP2012-0939"]}],"id":[{"id":"10.13039\/501100003176","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003329","name":"Ministerio de Econom\u00eda y Competitividad","doi-asserted-by":"publisher","award":["TIN2013-48152-C2-1-R"],"award-info":[{"award-number":["TIN2013-48152-C2-1-R"]}],"id":[{"id":"10.13039\/501100003329","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Machine Vision and Applications"],"published-print":{"date-parts":[[2017,8]]},"DOI":"10.1007\/s00138-017-0844-4","type":"journal-article","created":{"date-parts":[[2017,5,12]],"date-time":"2017-05-12T06:07:10Z","timestamp":1494569230000},"page":"665-674","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":20,"title":["Staff-line detection and removal using a convolutional neural network"],"prefix":"10.1007","volume":"28","author":[{"given":"Jorge","family":"Calvo-Zaragoza","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Antonio","family":"Pertusa","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jose","family":"Oncina","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2017,5,12]]},"reference":[{"key":"844_CR1","doi-asserted-by":"crossref","unstructured":"Bottou, L.: Large-scale machine learning with stochastic gradient descent. In: Proceedings of COMPSTAT\u20192010, pp. 177\u2013186. Springer, Berlin (2010)","DOI":"10.1007\/978-3-7908-2604-3_16"},{"issue":"3","key":"844_CR2","doi-asserted-by":"crossref","first-page":"169","DOI":"10.1080\/09298215.2015.1045424","volume":"44","author":"D Byrd","year":"2015","unstructured":"Byrd, D., Simonsen, J.G.: Towards a standard testbed for optical music recognition: definitions, metrics, and page images. J. New Music Res. 44(3), 169\u2013195 (2015)","journal-title":"J. New Music Res."},{"issue":"4","key":"844_CR3","doi-asserted-by":"crossref","first-page":"933","DOI":"10.1007\/s10044-014-0415-5","volume":"18","author":"J Calvo-Zaragoza","year":"2015","unstructured":"Calvo-Zaragoza, J., Barbancho, I., Tard\u00f3n, L.J., Barbancho, A.M.: Avoiding staff removal stage in optical music recognition: application to scores written in white mensural notation. Pattern Anal. Appl. 18(4), 933\u2013943 (2015)","journal-title":"Pattern Anal. Appl."},{"issue":"3","key":"844_CR4","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1007\/s10032-016-0266-2","volume":"19","author":"J Calvo-Zaragoza","year":"2016","unstructured":"Calvo-Zaragoza, J., Mic\u00f3, L., Oncina, J.: Music staff removal with supervised pixel classification. Int. J. Doc. Anal. Recognit. 19(3), 211\u2013219 (2016)","journal-title":"Int. J. Doc. Anal. Recognit."},{"key":"844_CR5","doi-asserted-by":"crossref","unstructured":"Ciresan, D., Meier, U., Schmidhuber, J.: Multi-column deep neural networks for image classification. In: 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 3642\u20133649. IEEE (2012)","DOI":"10.1109\/CVPR.2012.6248110"},{"issue":"5","key":"844_CR6","doi-asserted-by":"crossref","first-page":"753","DOI":"10.1109\/TPAMI.2007.70749","volume":"30","author":"C Dalitz","year":"2008","unstructured":"Dalitz, C., Droettboom, M., Pranzas, B., Fujinaga, I.: A comparative study of staff removal algorithms. IEEE Trans. Pattern Anal. Mach. Intell. 30(5), 753\u2013766 (2008)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"6","key":"844_CR7","doi-asserted-by":"crossref","first-page":"1134","DOI":"10.1109\/TPAMI.2009.34","volume":"31","author":"J Santos Cardoso Dos","year":"2009","unstructured":"Dos Santos Cardoso, J., Capela, A., Rebelo, A., Guedes, C., Pinto da Costa, J.: Staff detection with stable paths. IEEE Trans. Pattern Anal. Mach. Intell. 31(6), 1134\u20131139 (2009)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"844_CR8","doi-asserted-by":"crossref","unstructured":"Dutta, A., Pal, U., Fornes, A., Llados, J.: An efficient staff removal approach from printed musical documents. In: 2010 20th International Conference on Pattern Recognition (ICPR), pp. 1965\u20131968 (2010)","DOI":"10.1109\/ICPR.2010.484"},{"issue":"3","key":"844_CR9","doi-asserted-by":"crossref","first-page":"243","DOI":"10.1007\/s10032-011-0168-2","volume":"15","author":"A Forn\u00e9s","year":"2012","unstructured":"Forn\u00e9s, A., Dutta, A., Gordo, A., Llad\u00f3s, J.: CVC-MUSCIMA: a ground truth of handwritten music score images for writer identification and staff removal. Int. J. Doc. Anal. Recognit. 15(3), 243\u2013251 (2012)","journal-title":"Int. J. Doc. Anal. Recognit."},{"key":"844_CR10","unstructured":"Forn\u00e9s, A., Kieu, V.C., Visani, M., Journet, N., Dutta, A.: The ICDAR\/GREC 2013 music scores competition: staff removal. In: 10th International Workshop on Graphics Recognition, Current Trends and Challenges GREC 2013, Bethlehem, PA, USA, August 20\u201321, 2013, Revised Selected Papers, pp. 207\u2013220 (2013)"},{"key":"844_CR11","doi-asserted-by":"crossref","unstructured":"G\u00e9raud, T.: A morphological method for music score staff removal. In: Proceedings of the 21st International Conference on Image Processing (ICIP), pp. 2599\u20132603, Paris, France (2014)","DOI":"10.1109\/ICIP.2014.7025526"},{"key":"844_CR12","doi-asserted-by":"crossref","unstructured":"Girshick, R., Donahue, J., Darrell, T., Malik, J.: Rich feature hierarchies for accurate object detection and semantic segmentation. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 580\u2013587 (2014)","DOI":"10.1109\/CVPR.2014.81"},{"issue":"4","key":"844_CR13","doi-asserted-by":"crossref","first-page":"707","DOI":"10.1109\/TPAMI.2008.118","volume":"31","author":"NST Hirata","year":"2009","unstructured":"Hirata, N.S.T.: Multilevel training of binary morphological operators. IEEE Trans. Pattern Anal. Mach. Intell. 31(4), 707\u2013720 (2009)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"844_CR14","doi-asserted-by":"crossref","unstructured":"Kanungo, T., Haralick, R.M., Phillips, I.: Global and local document degradation models. In: Document Analysis and Recognition, 1993, Proceedings of the Second International Conference on, pp. 730\u2013734. IEEE (1993)","DOI":"10.1109\/ICDAR.1993.395633"},{"issue":"7553","key":"844_CR15","doi-asserted-by":"crossref","first-page":"436","DOI":"10.1038\/nature14539","volume":"521","author":"Y LeCun","year":"2015","unstructured":"LeCun, Y., Bengio, Y., Hinton, G.: Deep learning. Nature 521(7553), 436\u2013444 (2015)","journal-title":"Nature"},{"key":"844_CR16","doi-asserted-by":"crossref","unstructured":"dos\u00a0Santos Montagner, I., Hirata, R., Hirata, N.S.T.: A machine learning based method for staff removal. In: Pattern Recognition (ICPR), 2014 22nd International Conference on, pp. 3162\u20133167 (2014)","DOI":"10.1109\/ICPR.2014.545"},{"key":"844_CR17","doi-asserted-by":"crossref","unstructured":"Piatkowska, W., Nowak, L., Pawlowski, M., Ogorzalek, M.: Stafflines pattern detection using the swarm intelligence algorithm. In: Bolc, L., Tadeusiewicz, R., Chmielewski, L.J., Wojciechowski, Konrad (eds.) Computer Vision and Graphics. Lecture Notes in Computer Science, vol. 7594, pp. 557\u2013564. Springer, Berlin (2012)","DOI":"10.1007\/978-3-642-33564-8_67"},{"issue":"4","key":"844_CR18","doi-asserted-by":"crossref","first-page":"390","DOI":"10.1080\/09298215.2014.931438","volume":"43","author":"C Ramirez","year":"2014","unstructured":"Ramirez, C., Ohya, J.: Automatic recognition of square notation symbols in western plainchant manuscripts. J. New Music Res. 43(4), 390\u2013399 (2014)","journal-title":"J. New Music Res."},{"key":"844_CR19","doi-asserted-by":"crossref","unstructured":"Rebelo, A., Cardoso, J.S.: Staff line detection and removal in the grayscale domain. In: 2013 12th International Conference on Document Analysis and Recognition (ICDAR), pp. 57\u201361 (2013)","DOI":"10.1109\/ICDAR.2013.20"},{"issue":"1","key":"844_CR20","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1007\/s10032-009-0100-1","volume":"13","author":"A Rebelo","year":"2010","unstructured":"Rebelo, A., Capela, G., Cardoso, J.S.: Optical recognition of music symbols. Int. J. Doc. Anal. Recognit. 13(1), 19\u201331 (2010)","journal-title":"Int. J. Doc. Anal. Recognit."},{"issue":"3","key":"844_CR21","first-page":"173","volume":"1","author":"A Rebelo","year":"2012","unstructured":"Rebelo, A., Fujinaga, I., Paszkiewicz, F., Mar\u00e7al, A.R.S., Guedes, C., Cardoso, J.S.: Optical music recognition: state-of-the-art and open issues. IJMIR 1(3), 173\u2013190 (2012)","journal-title":"IJMIR"},{"issue":"1","key":"844_CR22","first-page":"160","volume":"2007","author":"F Rossant","year":"2007","unstructured":"Rossant, F., Bloch, I.: Robust and adaptive OMR system including fuzzy modeling, fusion of musical rules, and possible error detection. EURASIP J. Appl. Sig. Process. 2007(1), 160\u2013160 (2007)","journal-title":"EURASIP J. Appl. Sig. Process."},{"key":"844_CR23","unstructured":"Simonyan, K., Zisserman, A.: Very deep convolutional networks for large-scale image recognition. CoRR, arXiv:1409.1556 (2014)"},{"key":"844_CR24","doi-asserted-by":"crossref","unstructured":"Su, B., Lu, S., Pal, U., Tan, C.L.: An effective staff detection and removal technique for musical documents. In: 2012 10th IAPR International Workshop on Document Analysis Systems (DAS), pp. 160\u2013164 (2012)","DOI":"10.1109\/DAS.2012.16"},{"key":"844_CR25","doi-asserted-by":"publisher","unstructured":"Tard\u00f3n, L.J., Sammartino, S., Barbancho, I., G\u00f3mez, V., Oliver, A.: Optical music recognition for scores written in white mensural notation. EURASIP. J. Image. Video. Process. 2009, 843401 (2009). doi: 10.1155\/2009\/843401","DOI":"10.1155\/2009\/843401"},{"key":"844_CR26","unstructured":"Typke, R., Wiering, F., Veltkamp, R.C.: A survey of music information retrieval systems. In: ISMIR 2005, 6th International Conference on Music Information Retrieval, London, UK, 11\u201315 Sept 2005, Proceedings, pp. 153\u2013160 (2005)"},{"key":"844_CR27","doi-asserted-by":"crossref","unstructured":"Visaniy, M., Kieu, V.C., Fornes, A., Journet, N.: ICDAR 2013 music scores competition: staff removal. In: 2013 12th International Conference on Document Analysis and Recognition (ICDAR), pp. 1407\u20131411 (2013)","DOI":"10.1109\/ICDAR.2013.284"},{"key":"844_CR28","unstructured":"Zeiler, M.D. : ADADELTA: an adaptive learning rate method. CoRR arXiv:1212.5701 (2012)"},{"key":"844_CR29","doi-asserted-by":"crossref","unstructured":"Zeiler, M.D., Fergus, R.: Visualizing and understanding convolutional networks. In: Computer Vision\u2014ECCV 2014, pp. 818\u2013833. Springer, Berlin (2014)","DOI":"10.1007\/978-3-319-10590-1_53"}],"container-title":["Machine Vision and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00138-017-0844-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00138-017-0844-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00138-017-0844-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,24]],"date-time":"2019-09-24T10:33:19Z","timestamp":1569321199000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00138-017-0844-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,5,12]]},"references-count":29,"journal-issue":{"issue":"5-6","published-print":{"date-parts":[[2017,8]]}},"alternative-id":["844"],"URL":"https:\/\/doi.org\/10.1007\/s00138-017-0844-4","relation":{},"ISSN":["0932-8092","1432-1769"],"issn-type":[{"type":"print","value":"0932-8092"},{"type":"electronic","value":"1432-1769"}],"subject":[],"published":{"date-parts":[[2017,5,12]]}}}