{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2023,2,10]],"date-time":"2023-02-10T03:13:58Z","timestamp":1675998838937},"reference-count":36,"publisher":"Springer Science and Business Media LLC","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2012,9]]},"DOI":"10.1007\/s11042-011-0818-x","type":"journal-article","created":{"date-parts":[[2011,5,30]],"date-time":"2011-05-30T06:47:08Z","timestamp":1306738028000},"page":"203-231","source":"Crossref","is-referenced-by-count":4,"title":["Simulating the future of concept-based video retrieval under improved detector performance"],"prefix":"10.1007","volume":"60","author":[{"given":"Robin","family":"Aly","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Djoerd","family":"Hiemstra","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Franciska","family":"de Jong","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Peter M. G.","family":"Apers","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2011,5,31]]},"reference":[{"key":"818_CR1","doi-asserted-by":"crossref","unstructured":"Aly R, Hiemstra D (2009) A simulator for concept detector output. Technical Report TR-CTIT-09-40, University Twente, Enschede. http:\/\/eprints.eemcs.utwente.nl\/16544\/","DOI":"10.1145\/1631272.1631306"},{"key":"818_CR2","doi-asserted-by":"crossref","unstructured":"Aly R, Hiemstra D, de\u00a0Vries AP, de\u00a0Jong F (2008) A probabilistic ranking framework using unobservable binary events for video search. In: CIVR \u201908: proceedings of the international conference on content-based image and video retrieval. ACM, pp\u00a0349\u2013358. ISBN\u00a0978-1-60558-070-8. doi: 10.1145\/1386352.1386398","DOI":"10.1145\/1386352.1386398"},{"key":"818_CR3","doi-asserted-by":"crossref","unstructured":"Aly R, Hiemstra D, de\u00a0Vries AP (2009) Reusing annotation labor for concept selection. In CIVR \u201909: proceedings of the international conference on content-based image and video retrieval, ACM. ISBN\u00a0978-1-60558-070-8","DOI":"10.1145\/1646396.1646448"},{"key":"818_CR4","doi-asserted-by":"crossref","unstructured":"Arndt C (2001) Information measures: information and its description in science and engineering, Springer","DOI":"10.1007\/978-3-642-56669-1"},{"issue":"7\u20138","key":"818_CR5","doi-asserted-by":"crossref","first-page":"692","DOI":"10.1016\/j.image.2007.05.010","volume":"22","author":"S Ayache","year":"2007","unstructured":"Ayache S, Qu\u00e9not G (2007) Evaluation of active learning strategies for video indexing. Signal Process Image Commun 22(7\u20138):692\u2013704","journal-title":"Signal Process Image Commun"},{"key":"818_CR6","volume-title":"Decision theory. An introduction to dynamic programming and sequential decisions. Wiley-interscience series in systems and optimisation","author":"J Bather","year":"2000","unstructured":"Bather J (2000) Decision theory. An introduction to dynamic programming and sequential decisions. Wiley-interscience series in systems and optimisation. Wiley, West Sussex, England"},{"key":"818_CR7","unstructured":"Chang C-C, Lin C-J (2001) LIBSVM: a library for support vector machines. Software available at http:\/\/www.csie.ntu.edu.tw\/\u223ccjlin\/libsvm"},{"key":"818_CR8","unstructured":"Christel MG, Hauptmann AG (2005) The use and utility of high-level semantic features in video retrieval. In: Image and video retrieval, vol\u00a03568\/2005. Springer, Berlin \/ Heidelberg, pp\u00a0134\u2013144. ISBN\u00a0978-3-540-27858-0. doi: 10.1007\/1152634617 . http:\/\/www.springerlink.com\/content\/1mf31v38vgltkg1r\/"},{"key":"818_CR9","unstructured":"Croft WB, Harding S, Taghva K, Borsack J (1992) An evaluation of information retrieval accuracy with simulated ocr output. In: In proceedings of the third annual symposium on document analysis and information retrieval, pp\u00a0115\u2013126"},{"key":"818_CR10","doi-asserted-by":"crossref","unstructured":"Donald KM, Smeaton AF (2005) A comparison of score, rank and probability-based fusion methods for video shot retrieval. In: Image and video retrieval, vol\u00a03568\/2005. Springer, Berlin \/ Heidelberg, pp\u00a061\u201370. ISBN\u00a0978-3-540-27858-0. doi: 10.1007\/1152634610 . http:\/\/www.springerlink.com\/content\/9jwatefm7p00dmkm\/","DOI":"10.1007\/11526346_10"},{"key":"818_CR11","unstructured":"Hastie T, Tibshirani R (1996) Classification by pairwise coupling. Technical report, Standford University and University of Torronto"},{"key":"818_CR12","doi-asserted-by":"crossref","first-page":"958","DOI":"10.1109\/TMM.2007.900150","volume":"9\u20135","author":"AG Hauptmann","year":"2007","unstructured":"Hauptmann AG, Yan R, Lin W-H, Christel M, Wactlar H (2007) Can high-level concepts fill the semantic gap in video retrieval? A case study with broadcast news. IEEE Trans Multimedia 9\u20135:958\u2013966. doi: 10.1109\/TMM.2007.900150","journal-title":"IEEE Trans Multimedia"},{"key":"818_CR13","unstructured":"Hawking D (2000) Overview of the trec-9 web track. In: Voorhees EM, Harman DK (eds) NIST special publication 500-249: the ninth text retrieval conference (TREC 9), p\u00a087"},{"issue":"1","key":"818_CR14","doi-asserted-by":"crossref","first-page":"42","DOI":"10.1109\/TMM.2009.2036235","volume":"12","author":"Y-G Jiang","year":"2010","unstructured":"Jiang Y-G, Yang J, Ngo C-W, Hauptmann A (2010) Representations of keypoint-based semantic concept detection: a comprehensive study. IEEE Trans Multimedia 12(1):42\u201353. ISSN\u00a01520-9210. doi: 10.1109\/TMM.2009.2036235","journal-title":"IEEE Trans Multimedia"},{"issue":"3","key":"818_CR15","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1007\/s10994-007-5018-6","volume":"68","author":"H-T Lin","year":"2007","unstructured":"Lin H-T, Lin C-J, Weng R\u00a0C (2007) A note on platt\u2019s probabilistic outputs for support vector machines. Mach Learn 68(3):267\u2013276. ISSN 0885-6125 (Print) 1573-0565 (Online). doi: 10.1007\/s10994-007-5018-6 . http:\/\/www.springerlink.com\/content\/8417v9235m561471\/","journal-title":"Mach Learn"},{"issue":"247","key":"818_CR16","doi-asserted-by":"crossref","first-page":"335","DOI":"10.1080\/01621459.1949.10483310","volume":"44","author":"N Metropolis","year":"1949","unstructured":"Metropolis N, Ulam S (1949) The monte carlo method. J Am Stat Assoc 44(247):335\u2013341. ISSN\u00a001621459. http:\/\/www.jstor.org\/stable\/2280232","journal-title":"J Am Stat Assoc"},{"issue":"3","key":"818_CR17","doi-asserted-by":"crossref","first-page":"86","DOI":"10.1109\/MMUL.2006.63","volume":"13","author":"M Naphade","year":"2006","unstructured":"Naphade M, Smith J, Tesic J, Chang S-F, Hsu W, Kennedy L, Hauptmann AG, Curtis J (2006) Large-scale concept ontology for multimedia. IEEE Multimedia 13(3):86\u201391. ISSN\u00a01070-986X. doi: 10.1109\/MMUL.2006.63","journal-title":"IEEE Multimedia"},{"key":"818_CR18","first-page":"61","volume-title":"Advances in large margin classifiers, chapter probabilistic outputs for support vector machines and comparison to regularized likelihood methods","author":"J Platt","year":"2000","unstructured":"Platt J (2000) Advances in large margin classifiers, chapter probabilistic outputs for support vector machines and comparison to regularized likelihood methods. MIT Press, Cambridge, MA, pp\u00a061\u201374"},{"key":"818_CR19","volume-title":"Numerical recipes in C, the art of scientific computing","author":"W Press","year":"1992","unstructured":"Press W, Teukolsky S, Vetterling W, Flannery B (1992) Numerical recipes in C, the art of scientific computing, 2nd edn. Cambridge University Press","edition":"2"},{"key":"818_CR20","unstructured":"Robertson SE, van Rijsbergen CJ, Porter MF (1981) Probabilistic models of indexing and searching. In: SIGIR \u201980: proceedings of the 3rd annual ACM conference on research and development in information retrieval. Butterworth & Co, Kent, UK, pp\u00a035\u201356. ISBN\u00a00-408-10775-8"},{"key":"818_CR21","unstructured":"Ross SM (2006) Introduction to probability models. Academic Press. ISBN\u00a00125980620."},{"key":"818_CR22","doi-asserted-by":"crossref","unstructured":"Sangswang A, Nwankpa C (2003) Justification of a stochastic model for a dc-dc boost converter. In: Industrial electronics society, 2003. IECON \u201903. The 29th annual conference of the IEEE, vol\u00a02, pp\u00a01870\u20131875. doi: 10.1109\/IECON.2003.1280345","DOI":"10.1109\/IECON.2003.1280345"},{"key":"818_CR23","doi-asserted-by":"crossref","first-page":"321","DOI":"10.1145\/1178677.1178722","volume-title":"MIR \u201906: proceedings of the 8th ACM international workshop on multimedia information retrieval","author":"AF Smeaton","year":"2006","unstructured":"Smeaton AF, Over P, Kraaij W (2006) Evaluation campaigns and trecvid. In: MIR \u201906: proceedings of the 8th ACM international workshop on multimedia information retrieval. ACM Press, New York, NY, USA, pp\u00a0321\u2013330. ISBN 1-59593-495-2. doi: 10.1145\/1178677.1178722"},{"key":"818_CR24","doi-asserted-by":"crossref","unstructured":"Smeaton AF, Over P, Kraaij W (2008) High level feature detection from video in TRECVid: a 5-year retrospective of achievements. In: Divakaran A (ed) Multimedia content analysis, theory and applications, Springer","DOI":"10.1007\/978-0-387-76569-3_6"},{"key":"818_CR25","doi-asserted-by":"crossref","unstructured":"Snoek CGM, Worring M (2007) Are concept detector lexicons effective for video search? In: 2007 IEEE international conference on multimedia and expo, pp 1966\u20131969. doi: 10.1109\/ICME.2007.4285063","DOI":"10.1109\/ICME.2007.4285063"},{"issue":"2","key":"818_CR26","first-page":"215","volume":"4","author":"CGM Snoek","year":"2009","unstructured":"Snoek CGM, Worring M (2009) Concept-based video retrieval. Found Trends Inf Retr 4(2):215\u2013322","journal-title":"Found Trends Inf Retr"},{"key":"818_CR27","doi-asserted-by":"crossref","first-page":"421","DOI":"10.1145\/1180639.1180727","volume-title":"Multimedia \u201906: proceedings of the 14th annual ACM international conference on multimedia","author":"CGM Snoek","year":"2006","unstructured":"Snoek CGM, Worring M, van Gemert JC, Geusebroek J-M, Smeulders AWM (2006) The challenge problem for automated detection of 101 semantic concepts in multimedia. In: Multimedia \u201906: proceedings of the 14th annual ACM international conference on multimedia. ACM Press, New York, NY, USA, pp 421\u2013430. ISBN\u00a01-59593-447-2. doi: 10.1145\/1180639.1180727"},{"key":"818_CR28","unstructured":"Snoek CGM, van\u00a0de Sande K, de\u00a0Rooij O, Huurnink B, van Gemert J, Uijlings J, He J, Li X, Everts I, Nedovic V, van Liempt M, van Balen R, de\u00a0Rijke M, Geusebroek J, Gevers T, Worring M, Smeulders A, Koelma D, Yan F, Tahir M, Mikolajczyk K, Kittler J (2009) The mediamill TRECVid 2009 semantic video search engine. In: Proceedings of the 9th TRECVid workshop, Gaithersburg, USA"},{"key":"818_CR29","unstructured":"Taylor JR (1996) An introduction to error analysis, 2 edn. University Science Books. ISBN\u00a0093570275X"},{"key":"818_CR30","doi-asserted-by":"crossref","unstructured":"Toharia P, Robles OD, Smeaton AF, Rodr\u00edguez A (2009) Measuring the influence of concept detection on video retrieval. In: CAIP 2009 - 13th international conference on computer analysis of images and patterns, Springer","DOI":"10.1007\/978-3-642-03767-2_71"},{"key":"818_CR31","unstructured":"Witbrock M, Hauptmann AG (1997) Speech recognition and information retrieval: experiments in retrieving spoken documents. In: In proceedings of the the DARAP speech recognition workshop 1997, pp 2\u20135"},{"key":"818_CR32","unstructured":"Yan R (2006) Probabilistic models for combining diverse knowledge sources in multimedia retrieval. PhD thesis, Canegie Mellon University"},{"key":"818_CR33","doi-asserted-by":"crossref","first-page":"339","DOI":"10.1145\/957013.957086","volume-title":"Multimedia \u201903: proceedings of the eleventh ACM international conference on multimedia","author":"R Yan","year":"2003","unstructured":"Yan R, Hauptmann AG (2003) The combination limit in multimedia retrieval. In: Multimedia \u201903: proceedings of the eleventh ACM international conference on multimedia. ACM, New York, NY, USA, pp\u00a0339\u2013342. ISBN\u00a01-58113-722-2. doi: 10.1145\/957013.957086"},{"key":"818_CR34","doi-asserted-by":"crossref","unstructured":"Yan R, Hauptmann AG (2007) A review of text and image retrieval approaches for broadcast news video. Inf Retr 10(4\u20135):445\u2013484. ISSN\u00a01386-4564 (Print) 1573-7659 (Online). doi: 10.1007\/s10791-007-9031-y. http:\/\/www.springerlink.com\/content\/r742245481q23631\/","DOI":"10.1007\/s10791-007-9031-y"},{"key":"818_CR35","doi-asserted-by":"crossref","first-page":"85","DOI":"10.1145\/1386352.1386367","volume-title":"CIVR \u201908: proceedings of the 2008 international conference on content-based image and video retrieval","author":"J Yang","year":"2008","unstructured":"Yang J, Hauptmann AG (2008) (Un)reliability of video concept detection. In: CIVR \u201908: proceedings of the 2008 international conference on content-based image and video retrieval. ACM, New York, NY, USA, pp\u00a085\u201394. ISBN\u00a0978-1-60558-070-8. doi: 10.1145\/1386352.1386367"},{"key":"818_CR36","doi-asserted-by":"crossref","first-page":"370","DOI":"10.1007\/11788034_38","volume-title":"Image and video retrieval, vol\u00a04071\/2006","author":"W Zheng","year":"2006","unstructured":"Zheng W, Li J, S, Z, Lin F, Zhang B (2006) Using high-level semantic features in video retrieval. In: Image and video retrieval, vol\u00a04071\/2006. Springer, Berlin \/ Heidelberg, pp\u00a0370\u2013379. ISBN\u00a0978-3-540-36018-6. doi: 10.1007\/11788034_38"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-011-0818-x","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,6,19]],"date-time":"2020-06-19T18:37:06Z","timestamp":1592591826000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-011-0818-x"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2011,5,31]]},"references-count":36,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2012,9]]}},"alternative-id":["818"],"URL":"https:\/\/doi.org\/10.1007\/s11042-011-0818-x","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"value":"1380-7501","type":"print"},{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2011,5,31]]}}}