{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,8,31]],"date-time":"2025-08-31T10:19:31Z","timestamp":1756635571950,"version":"3.37.3"},"reference-count":29,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2016,3,10]],"date-time":"2016-03-10T00:00:00Z","timestamp":1457568000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100004963","name":"Seventh Framework Programme","doi-asserted-by":"publisher","award":["246016"],"award-info":[{"award-number":["246016"]}],"id":[{"id":"10.13039\/501100004963","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001824","name":"Czech Science Foundation","doi-asserted-by":"crossref","award":["P103\/12\/G084"],"award-info":[{"award-number":["P103\/12\/G084"]}],"id":[{"id":"10.13039\/501100001824","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2017,3]]},"DOI":"10.1007\/s11042-016-3415-1","type":"journal-article","created":{"date-parts":[[2016,3,10]],"date-time":"2016-03-10T03:47:27Z","timestamp":1457581647000},"page":"7497-7517","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Speeding up the multimedia feature extraction: a comparative study on the big data approach"],"prefix":"10.1007","volume":"76","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0639-6574","authenticated-orcid":false,"given":"David","family":"Mera","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Michal","family":"Batko","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pavel","family":"Zezula","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,3,10]]},"reference":[{"key":"3415_CR1","unstructured":"Apache hadoop. Online. Accessed: 2015-11-06"},{"key":"3415_CR2","unstructured":"Apache spark. Online. Accessed: 2015-25-11"},{"key":"3415_CR3","unstructured":"Apache storm. Online. Accessed: 2015-11-06"},{"key":"3415_CR4","doi-asserted-by":"crossref","unstructured":"Batko M, Novak D, Zezula P (2007) Messif: Metric similarity search implementation framework. In: Digital Libraries: Research and Development, pp 1\u201310. Springer","DOI":"10.1007\/978-3-540-77088-6_1"},{"key":"3415_CR5","unstructured":"Bolettieri P, Esuli A, Falchi F, Lucchese C, Perego R, Piccioli T, Rabitti F (2009) CoPhIR: a test collection for content-based image retrieval"},{"key":"3415_CR6","unstructured":"Chen C, Zhang CY (2014) Data-intensive applications, challenges, techniques and technologies: A survey on big data. Information Sciences"},{"key":"3415_CR7","doi-asserted-by":"crossref","unstructured":"Chlumsky V, Klusacek D, Ruda M (2012) The extension of torque scheduler allowing the use of planning and optimizing in grids. Comput Sci 13(2)","DOI":"10.7494\/csci.2012.13.2.5"},{"issue":"1","key":"3415_CR8","doi-asserted-by":"crossref","first-page":"107","DOI":"10.1145\/1327452.1327492","volume":"51","author":"J Dean","year":"2008","unstructured":"Dean J, Ghemawat S (2008) Mapreduce: simplified data processing on large clusters. Commun of the ACM 51(1):107\u2013113","journal-title":"Commun of the ACM"},{"key":"3415_CR9","unstructured":"Donahue J, Jia Y, Vinyals O, Hoffman J, Zhang N, Tzeng E, Darrell T (2014) DeCAF: A Deep Convolutional Activation Feature for Generic Visual Recognition. Int Conf on Mach Learning :647\u2013655"},{"key":"3415_CR10","doi-asserted-by":"crossref","unstructured":"Eyben F, W\u00f6llmer M, Schuller B (2010) Opensmile: the munich versatile and fast open-source audio feature extractor. In: Proceedings of the international conference on Multimedia, pp 1459\u2013 1462. ACM","DOI":"10.1145\/1873951.1874246"},{"issue":"3","key":"3415_CR11","doi-asserted-by":"crossref","first-page":"340","DOI":"10.1109\/TCSVT.2011.2162760","volume":"22","author":"FC Huang","year":"2012","unstructured":"Huang FC, Huang SY, Ker JW, Chen YC (2012) High-performance sift hardware accelerator for real-time image feature extraction. Circuits and Sys for Video Tech, IEEE Trans on 22(3):340\u2013 351","journal-title":"Circuits and Sys for Video Tech, IEEE Trans on"},{"key":"3415_CR12","unstructured":"IBM research department (2013) Global technology outlook. Research note, IBM Corporation"},{"issue":"6","key":"3415_CR13","doi-asserted-by":"crossref","first-page":"589","DOI":"10.1109\/71.862209","volume":"11","author":"P Jogalekar","year":"2000","unstructured":"Jogalekar P, Woodside M (2000) Evaluating the scalability of distributed systems. Parall Distri Sys, IEEE Trans on 11(6):589\u2013603","journal-title":"Parall Distri Sys, IEEE Trans on"},{"issue":"12","key":"3415_CR14","doi-asserted-by":"crossref","first-page":"700","DOI":"10.1016\/j.parco.2008.09.002","volume":"34","author":"O Kao","year":"2008","unstructured":"Kao O (2008) On parallel image retrieval with dynamically extracted features. Parall comput 34(12):700\u2013709","journal-title":"Parall comput"},{"key":"3415_CR15","unstructured":"Karau H, Konwinski A, Wendell P, Zaharia M (2015) Learning Spark: Lightning-Fast Big Data Analysis. \u201d O\u2019Reilly Media, Inc.\u201d"},{"key":"3415_CR16","doi-asserted-by":"crossref","unstructured":"Kruli\u0161 M, Loko\u010d J, Skopal T (2015) Efficient extraction of clustering-based feature signatures using gpu architectures Multimedia Tools and Applications:1\u201333","DOI":"10.1007\/s11042-015-2726-y"},{"issue":"2","key":"3415_CR17","doi-asserted-by":"crossref","first-page":"91","DOI":"10.1023\/B:VISI.0000029664.99615.94","volume":"60","author":"DG Lowe","year":"2004","unstructured":"Lowe DG (2004) Distinctive image features from scale-invariant keypoints. Int J Comput Vis 60(2):91\u2013110","journal-title":"Int J Comput Vis"},{"key":"3415_CR18","unstructured":"Marz N, Warren J (2014) Big Data: Principles and best practices of scalable realtime data systems O\u2019Reilly Media"},{"key":"3415_CR19","doi-asserted-by":"crossref","unstructured":"Moise D, Shestakov D, Gudmundsson G, Amsaleg L (2013) Indexing and searching 100m images with map-reduce. In: Proceedings of the 3rd ACM conference on International conference on multimedia retrieval, pp 17\u201324. ACM","DOI":"10.1145\/2461466.2461470"},{"key":"3415_CR20","unstructured":"MPEG-7: (2002) Multimedia content description interfaces. Part 3: Visual. ISO\/IEC 15938-3:2002"},{"issue":"3","key":"3415_CR21","doi-asserted-by":"crossref","first-page":"145","DOI":"10.1023\/A:1011139631724","volume":"42","author":"A Oliva","year":"2001","unstructured":"Oliva A, Torralba A (2001) Modeling the shape of the scene: A holistic representation of the spatial envelope. Int J Comput Vis 42(3):145\u2013175.","journal-title":"Int J Comput Vis"},{"key":"3415_CR22","doi-asserted-by":"crossref","unstructured":"Shvachko K, Kuang H, Radia S, Chansler R (2010) The hadoop distributed file system. In: 2010 IEEE 26th Symposium on Mass Storage Systems and Technologies (MSST), pp 1\u201310. IEEE","DOI":"10.1109\/MSST.2010.5496972"},{"key":"3415_CR23","unstructured":"Stupar A., Michel S., Schenkel R. (2010) Rankreduceprocessing k-nearest neighbor queries on top of mapreduce. In: Proceedings of the 8th Workshop on Large-Scale Distributed Systems for Information Retrieval, pp 13\u201318. Citeseer"},{"key":"3415_CR24","unstructured":"\u0160ustr Z, Sitera J, Mulac M, Ruda M, Anto\u0161 D, Hejtm\u00e1nek L, Holub P, Salvet Z, Matyska L (2009) Metacentrum, the czech virtualized ngi.. In: EGEE Technical Forum"},{"key":"3415_CR25","unstructured":"Sweeney C (2011) Hipi: A Hadoop Image Processing Interface for Image-Based MapReduce Tasks. B.S. Thesis, University of Virginia Department of Computer Science"},{"key":"3415_CR26","doi-asserted-by":"crossref","unstructured":"Toshniwal A, Taneja S, Shukla A, Ramasamy K, Patel JM, Kulkarni S, Jackson J, Gade K, Fu M., Donham J, et.al (2014) Storm@ twitter. In: Proceedings of the 2014 ACM SIGMOD international conference on Management of data, pp 147\u2013156. ACM","DOI":"10.1145\/2588555.2595641"},{"key":"3415_CR27","unstructured":"White T (2012) Hadoop: The definitive guide. \u201d O\u2019Reilly Media, Inc.\u201d"},{"key":"3415_CR28","unstructured":"Zaharia M, Chowdhury M, Das T, Dave A, Ma J, McCauley M, Franklin MJ, Shenker S, Stoica I (2012) Resilient distributed datasets: A fault-tolerant abstraction for in-memory cluster computing. In: Proceedings of the 9th USENIX conference on Networked Systems Design and Implementation, pp 2\u20132. USENIX Association"},{"key":"3415_CR29","unstructured":"Zaharia M, Chowdhury M, Franklin MJ, Shenker S, Stoica I (2010) Spark: cluster computing with working sets. In: Proceedings of the 2nd USENIX conference on Hot topics in cloud computing, pp 10\u201310"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-016-3415-1\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-016-3415-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-016-3415-1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-016-3415-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,5]],"date-time":"2019-09-05T07:24:30Z","timestamp":1567668270000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-016-3415-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,3,10]]},"references-count":29,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2017,3]]}},"alternative-id":["3415"],"URL":"https:\/\/doi.org\/10.1007\/s11042-016-3415-1","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"type":"print","value":"1380-7501"},{"type":"electronic","value":"1573-7721"}],"subject":[],"published":{"date-parts":[[2016,3,10]]}}}