{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,10]],"date-time":"2026-03-10T02:48:13Z","timestamp":1773110893135,"version":"3.50.1"},"reference-count":32,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2017,4,17]],"date-time":"2017-04-17T00:00:00Z","timestamp":1492387200000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"name":"New National Excellence Program of the Ministry of Human Capacities","award":["UNKP-16-3"],"award-info":[{"award-number":["UNKP-16-3"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Pattern Anal Applic"],"published-print":{"date-parts":[[2018,2]]},"DOI":"10.1007\/s10044-017-0619-6","type":"journal-article","created":{"date-parts":[[2017,4,17]],"date-time":"2017-04-17T04:55:03Z","timestamp":1492404903000},"page":"249-260","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["Efficient visual code localization with neural networks"],"prefix":"10.1007","volume":"21","author":[{"given":"P\u00e9ter","family":"Bodn\u00e1r","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tam\u00e1s","family":"Gr\u00f3sz","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"L\u00e1szl\u00f3","family":"T\u00f3th","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"L\u00e1szl\u00f3 G.","family":"Ny\u00fal","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2017,4,17]]},"reference":[{"key":"619_CR1","doi-asserted-by":"crossref","unstructured":"Belussi LFF, Hirata NST (2011) Fast QR code detection in arbitrarily acquired images. In: 2011 24th SIBGRAPI conference on graphics, patterns and images (Sibgrapi), pp 281\u2013288","DOI":"10.1109\/SIBGRAPI.2011.16"},{"key":"619_CR2","doi-asserted-by":"crossref","unstructured":"Bodn\u00e1r P, Gr\u00f3sz T, T\u00f3th L, Ny\u00fal LG (2014) Localization of visual codes in the dct domain using deep rectifier neural networks. In: International workshop on artificial neural networks and intelligent information processing: proceedings of ANNIIP, pp 37\u201344","DOI":"10.5220\/0005125700370044"},{"key":"619_CR3","doi-asserted-by":"crossref","unstructured":"Bodn\u00e1r P, Ny\u00fal LG (2012) Improving barcode detection with combination of simple detectors. In: The 8th international conference on signal image technology (SITIS 2012), pp 300\u2013306","DOI":"10.1109\/SITIS.2012.52"},{"key":"619_CR4","doi-asserted-by":"crossref","unstructured":"Bodn\u00e1r P, Ny\u00fal LG (2013) A novel method for barcode localization in image domain. In: Image analysis and recognition, vol 7950. Lecture notes in computer science. Springer, Berlin, pp 189\u2013196","DOI":"10.1007\/978-3-642-39094-4_22"},{"key":"619_CR5","doi-asserted-by":"crossref","first-page":"113","DOI":"10.1007\/s00530-010-0206-9","volume":"17","author":"CH Chu","year":"2011","unstructured":"Chu CH, Yang DN, Pan YL, Chen MS (2011) Stabilization and extraction of 2D barcodes for camera phones. Multimedia Syst 17:113\u2013133","journal-title":"Multimedia Syst"},{"key":"619_CR6","first-page":"2843","volume-title":"Advances in neural information processing systems 25","author":"D Ciresan","year":"2012","unstructured":"Ciresan D, Giusti A, Gambardella LM, Schmidhuber J (2012) Deep neural networks segment neuronal membranes in electron microscopy images. In: Pereira F, Burges CJC, Bottou L, Weinberger KQ (eds) Advances in neural information processing systems 25. Curran Associates Inc., Red Hook, pp 2843\u20132851"},{"key":"619_CR7","doi-asserted-by":"publisher","unstructured":"Creusot C, Munawar A (2015) Real-time barcode detection in the wild. In: 2015 IEEE winter conference on applications of computer vision, pp 239\u2013245. doi: 10.1109\/WACV.2015.39","DOI":"10.1109\/WACV.2015.39"},{"key":"619_CR8","doi-asserted-by":"publisher","DOI":"10.1007\/s11554-013-0325-6","author":"M Dubsk\u00e1","year":"2013","unstructured":"Dubsk\u00e1 M, Herout A, Havel J (2013) Real-time precise detection of regular grids and matrix codes. J Real Time Image Process. doi: 10.1007\/s11554-013-0325-6","journal-title":"J Real Time Image Process"},{"key":"619_CR9","unstructured":"Gallo O, Manduchi R (2011) Image-based barcode reader. WO Patent App. PCT\/US2010\/002,023"},{"issue":"9","key":"619_CR10","doi-asserted-by":"crossref","first-page":"1834","DOI":"10.1109\/TPAMI.2010.229","volume":"33","author":"O Gallo","year":"2011","unstructured":"Gallo O, Manduchi R (2011) Reading 1D barcodes with mobile phones using deformable templates. IEEE Trans Pattern Anal Mach Intell 33(9):1834\u20131843","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"619_CR11","unstructured":"Glorot X, Bengio Y (2012) Understanding the difficulty of training deep feedforward neural networks. In: Proceedings of AISTATS, pp 249\u2013256"},{"key":"619_CR12","unstructured":"Glorot X, Bordes A, Bengio Y (2011) Deep sparse rectifier networks. In: Proceedings of artificial intelligence and statistics (AISTATS), pp 315\u2013323"},{"key":"619_CR13","doi-asserted-by":"crossref","unstructured":"Gr\u00f3sz T, Bodn\u00e1r P, T\u00f3th L, Ny\u00fal LG (2014) QR code localization using deep neural networks. In: 2014 IEEE international workshop on machine learning for signal processing (MLSP). IEEE, pp 1\u20136","DOI":"10.1109\/MLSP.2014.6958902"},{"issue":"7","key":"619_CR14","doi-asserted-by":"crossref","first-page":"1527","DOI":"10.1162\/neco.2006.18.7.1527","volume":"18","author":"GE Hinton","year":"2006","unstructured":"Hinton GE, Osindero S, Teh YW (2006) A fast learning algorithm for deep belief nets. Neural Comput 18(7):1527\u20131554","journal-title":"Neural Comput"},{"key":"619_CR15","doi-asserted-by":"crossref","unstructured":"Katona M, Ny\u00fal LG (2012) A novel method for accurate and efficient barcode detection with morphological operations. In: Proceedings of the international conference on signal image technology & internet systems (SITIS), pp 307\u2013314","DOI":"10.1109\/SITIS.2012.53"},{"key":"619_CR16","unstructured":"Kurtz C, Desjardins GE, Sanchez SJ (2007) Self checkout system with automated transportation conveyor. US Patent 7,204,346"},{"key":"619_CR17","volume-title":"Neural networks: tricks of the trade","author":"Y LeCun","year":"1998","unstructured":"LeCun Y, Bottou L, Orr GB, M\u00fcller K-R (1998) Efficient backprop. In: Orr GB, M\u00fcller K-R (eds) Neural networks: tricks of the trade. Springer, Berlin Heidelberg"},{"issue":"6","key":"619_CR18","first-page":"663","volume":"21","author":"DT Lin","year":"2013","unstructured":"Lin DT, Lin CL (2013) Automatic location for multi-symbology and multiple 1D and 2D barcodes. J Mar Sci Technol 21(6):663\u2013668","journal-title":"J Mar Sci Technol"},{"issue":"10","key":"619_CR19","doi-asserted-by":"crossref","first-page":"761","DOI":"10.1016\/j.imavis.2004.02.006","volume":"22","author":"J Matas","year":"2004","unstructured":"Matas J, Chum O, Urban M, Pajdla T (2004) Robust wide-baseline stereo from maximally stable extremal regions. Image Vis Comput 22(10):761\u2013767","journal-title":"Image Vis Comput"},{"key":"619_CR20","doi-asserted-by":"crossref","unstructured":"Ohbuchi E, Hanaizumi H, Hock LA (2004) Barcode readers using the camera device in mobile phones. In: 2004 international conference on cyberworlds, pp 260\u2013265","DOI":"10.1109\/CW.2004.23"},{"key":"619_CR21","doi-asserted-by":"crossref","unstructured":"Seide F, Li G, Chen X, Yu D (2011) Feature engineering in context-dependent deep neural networks for conversational speech transcription. In: Proceedings of automatic speech recognition and understanding (ASRU), pp 24\u201329","DOI":"10.1109\/ASRU.2011.6163899"},{"key":"619_CR22","doi-asserted-by":"crossref","unstructured":"S\u00f6r\u00f6s G, Fl\u00f6rkemeier C (2013) Blur-resistant joint 1D and 2D barcode localization for smartphones. In: Proceedings of the 12th international conference on mobile and ubiquitous multimedia, MUM \u201913. ACM, New York, pp 11:1\u201311:8","DOI":"10.1145\/2541831.2541844"},{"key":"619_CR23","doi-asserted-by":"crossref","unstructured":"S\u00f6r\u00f6s G, Semmler S, Humair L, Hilliges O (2015) Fast blur removal for wearable QR code scanners. In: Proceedings of the 2015 ACM international symposium on wearable computers, ISWC \u201915. ACM, New York, pp 117\u2013124","DOI":"10.1145\/2802083.2808390"},{"key":"619_CR24","unstructured":"Szentandr\u00e1si I, Herout A, Dubsk\u00e1 M (2013) Fast detection and recognition of QR codes in high-resolution images. In: Proceedings of the 28th spring conference on computer graphics, SCCG \u201912. ACM, New York, pp 129\u2013136"},{"key":"619_CR25","doi-asserted-by":"crossref","unstructured":"Tekin E, Coughlan J (2009) A Bayesian algorithm for reading 1D barcodes. In: Proceedings of the 2009 Canadian conference on computer and robot vision, CRV \u201909. IEEE Computer Society, Washington, pp 61\u201367","DOI":"10.1109\/CRV.2009.31"},{"key":"619_CR26","unstructured":"Tekin E, Coughlan J (2012) Blade: Barcode localization and decoding engine. Tech. rep., Technical Report 2012-RERC"},{"key":"619_CR27","unstructured":"Thomes BJ, Emil BF, Sanville WW (1970) Automatic car identification system. US Patent 3,543,007"},{"key":"619_CR28","doi-asserted-by":"crossref","unstructured":"T\u00f3th L, Gr\u00f3sz T (2013) A comparison of deep neural network training methods for large vocabulary speech recognition. In: Proceedings of text, speech and dialogue (TSD), pp 36\u201343","DOI":"10.1007\/978-3-642-40585-3_6"},{"key":"619_CR29","doi-asserted-by":"crossref","unstructured":"Wallace GK (1992) The JPEG still picture compression standard. IEEE Trans Consumer Electron 38(1):xviii\u2013xxxiv","DOI":"10.1109\/30.125072"},{"key":"619_CR30","doi-asserted-by":"crossref","unstructured":"Wang K, Zou Y, Wang H (2005) Bar code reading from images captured by camera phones. In: 2005 2nd international conference on mobile technology, applications and systems, p 6","DOI":"10.1109\/MTAS.2005.207160"},{"issue":"2","key":"619_CR31","first-page":"46","volume":"12","author":"Y Wu","year":"2016","unstructured":"Wu Y (2016) Embedded QR code intelligent recognition platform based on team progress algorithm. iJOE 12(2):46\u201350","journal-title":"iJOE"},{"key":"619_CR32","unstructured":"Zamberletti A, Gallo I, Carullo M, Binaghi E (2010) Neural image restoration for decoding 1-d barcodes using common camera phones. In: Computer vision, imaging and computer graphics. Theory and applications, pp 5\u201311"}],"container-title":["Pattern Analysis and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10044-017-0619-6\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10044-017-0619-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10044-017-0619-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T22:34:09Z","timestamp":1750199649000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10044-017-0619-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,4,17]]},"references-count":32,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2018,2]]}},"alternative-id":["619"],"URL":"https:\/\/doi.org\/10.1007\/s10044-017-0619-6","relation":{},"ISSN":["1433-7541","1433-755X"],"issn-type":[{"value":"1433-7541","type":"print"},{"value":"1433-755X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,4,17]]}}}