{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,21]],"date-time":"2025-10-21T14:41:56Z","timestamp":1761057716493,"version":"3.30.2"},"reference-count":48,"publisher":"Elsevier BV","issue":"1","license":[{"start":{"date-parts":[[2003,4,1]],"date-time":"2003-04-01T00:00:00Z","timestamp":1049155200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Computer Vision and Image Understanding"],"published-print":{"date-parts":[[2003,4]]},"DOI":"10.1016\/s1077-3142(03)00013-4","type":"journal-article","created":{"date-parts":[[2003,5,12]],"date-time":"2003-05-12T23:54:49Z","timestamp":1052783689000},"page":"42-67","source":"Crossref","is-referenced-by-count":19,"title":["Multi-class relevance feedback content-based image retrieval"],"prefix":"10.1016","volume":"90","author":[{"given":"Jing","family":"Peng","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"78","reference":[{"issue":"5","key":"10.1016\/S1077-3142(03)00013-4_BIB1","doi-asserted-by":"crossref","first-page":"563","DOI":"10.1016\/S0167-8655(00)00112-4","article-title":"Feature normalization and likelihood-based similarity measures for image retrieval","volume":"22","author":"Aksoy","year":"2001","journal-title":"Pattern Recognition Lett."},{"key":"10.1016\/S1077-3142(03)00013-4_BIB2","unstructured":"L. Breiman, J.H. Friedman, R.A. Olshen, C.J. Stone, Classification and Regression Trees, Wadsworth, 1984"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB3","unstructured":"Y. Chen, X. Zhou, T. Huang, One-class SVM for learning in image retrieval, in: Proc. IEEE Internat. Conf. on Image Processing, Thessaloniki, Greece, October, 2001, pp. 815\u2013818"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB4","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1145\/135226.135228","article-title":"Trading mips and memory for knowledge engineering","volume":"35","author":"Creecy","year":"1992","journal-title":"CACM"},{"year":"2000","series-title":"An Introduction to Support Vector Machines and Other Kernel-based Learning Methods","author":"Cristianini","key":"10.1016\/S1077-3142(03)00013-4_BIB5"},{"year":"1973","series-title":"Pattern Classification and Scene Analysis","author":"Duda","key":"10.1016\/S1077-3142(03)00013-4_BIB6"},{"issue":"350","key":"10.1016\/S1077-3142(03)00013-4_BIB7","doi-asserted-by":"crossref","first-page":"311","DOI":"10.2307\/2285814","article-title":"Data analysis using Stein\u2019s estimator and its generalizations","volume":"70","author":"Efron","year":"1975","journal-title":"J. Am. Statist. Assoc."},{"key":"10.1016\/S1077-3142(03)00013-4_BIB8","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1109\/2.410146","article-title":"Query by image and video content: the QBIC system","author":"Flickner","year":"1995","journal-title":"IEEE Comput."},{"key":"10.1016\/S1077-3142(03)00013-4_BIB9","unstructured":"Y. Freund, T. Schapire, Experiments with a new boosting algorithm, in: Proc. 13th Internat. Conf. on Machine Learning, 1996"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB10","unstructured":"J.H. Friedman, Flexible metric nearest neighbor classification, Technical Report, Department of Statistics, Stanford University, 1994"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB11","unstructured":"G.D. Guo, A. Jain, W.Y. Ma, H.J. Zhang, Learning similarity measure for natural image retrieval with relevance feedback, in: Proc. IEEE Comput. Soc. Conf. on Computer Vision and Pattern Recognition, vol. I, 2001, pp. 731\u2013736"},{"issue":"6","key":"10.1016\/S1077-3142(03)00013-4_BIB12","doi-asserted-by":"crossref","first-page":"607","DOI":"10.1109\/34.506411","article-title":"Discriminant adaptive nearest neighbor classification","volume":"18","author":"Hastie","year":"1996","journal-title":"IEEE Trans. Pattern Anal. Machine Intell."},{"key":"10.1016\/S1077-3142(03)00013-4_BIB13","doi-asserted-by":"crossref","unstructured":"D. Heisterkamp, J. Peng, H.K. Dai, Feature relevance learning with query shifting for content-based image retrieval, in: Proc. 15th IEEE Internat. Conf. on Pattern Recognition, Barcelona, Spain, September, 2000","DOI":"10.1109\/ICPR.2000.902906"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB14","doi-asserted-by":"crossref","unstructured":"D. Heisterkamp, J. Peng, H.K. Dai, An adaptive quasiconformal kernel metric for image retrieval, in: Proc. IEEE Comput. Soc. Conf. on Computer Vision and Pattern Recognition, Hawaii, 2001, pp. 388\u2013393","DOI":"10.1109\/CVPR.2001.990987"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB15","unstructured":"Y. Ishikawa, R. Subramanya, C. Faloutsos, MindReader: query databases through multiple examples, in: Proc. 24th VLDB Conf., New York, 1998"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB16","doi-asserted-by":"crossref","unstructured":"R. Jain, S.N.J. Murthy, L. Tran, Similarity measures for image databases, IEEE Conf. on Fuzzy Logic, 1995","DOI":"10.1117\/12.205318"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB17","unstructured":"W. James, C. Stein, Estimation with quadratic loss, in: Proc. 4th Berkeley Symposium on Mathematical Statistics and Probability, vol. 1, University of California Press, Berkeley, 1961, pp. 361\u2013379"},{"issue":"2\/3","key":"10.1016\/S1077-3142(03)00013-4_BIB18","first-page":"174","article-title":"Region-based image retrieval using probabilistic feature relevance learning","volume":"4","author":"Ko","year":"2001","journal-title":"Pattern Anal. Appl."},{"key":"10.1016\/S1077-3142(03)00013-4_BIB19","unstructured":"B. Ko, J. Peng, H. Byun, A new content-based image retrieval system using hand gesture and relevance feedback, in: Proc. IEEE Internat. Conf. on Multimedia and Expo, Tokyo, Japan, 2001"},{"issue":"2\/3","key":"10.1016\/S1077-3142(03)00013-4_BIB20","doi-asserted-by":"crossref","first-page":"140","DOI":"10.1007\/PL00014575","article-title":"Self-organising maps as a relevance feedback technique in content-based image retrieval","volume":"4","author":"Laaksonen","year":"2001","journal-title":"Pattern Anal. Appl."},{"key":"10.1016\/S1077-3142(03)00013-4_BIB21","doi-asserted-by":"crossref","unstructured":"S.D. MacArthur, C.E. Brodley, C.R. Shyu, Relevance feedback decision trees in content-based image retrieval, Workshop on Content-based Access of Image and Video Libraries, CVPR\u201900, Hilton Head Island, SC, 2000","DOI":"10.1109\/IVL.2000.853842"},{"issue":"8","key":"10.1016\/S1077-3142(03)00013-4_BIB22","doi-asserted-by":"crossref","first-page":"837","DOI":"10.1109\/34.531803","article-title":"Texture feature for browsing and retrieval of image data","volume":"18","author":"Manjunath","year":"1996","journal-title":"IEEE Trans. Pattern Anal. Machine Intell."},{"issue":"4","key":"10.1016\/S1077-3142(03)00013-4_BIB23","doi-asserted-by":"crossref","first-page":"565","DOI":"10.1016\/S0031-3203(96)00113-6","article-title":"Interactive learning with a society of models","volume":"30","author":"Minka","year":"1997","journal-title":"Pattern Recognition"},{"year":"1997","series-title":"Machine Learning","author":"Mitchell","key":"10.1016\/S1077-3142(03)00013-4_BIB24"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB25","doi-asserted-by":"crossref","unstructured":"H. Muller, W. Muller, S. Marchand-Maillet, T. Pun, D. Squire, Strategies for positive and negative relevance feedback in image retrieval, in: Proc. IEEE Internat. Conf. on Pattern Recognition, vol. 1, 2000, pp. 1043\u20131046","DOI":"10.1109\/ICPR.2000.905650"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB26","unstructured":"P.M. Murphy, D.W. Aha, UCI repository of machine learning databases.http:\/\/www.cs.uci.edu\/~mlearn\/MLRepository.html, 1995"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB27","doi-asserted-by":"crossref","first-page":"1291","DOI":"10.1016\/0031-3203(90)90123-3","article-title":"The Multi-Class Metric Problem in nearest neighbor discrimination rules","volume":"23","author":"Myles","year":"1990","journal-title":"Pattern Recognition"},{"issue":"1","key":"10.1016\/S1077-3142(03)00013-4_BIB28","doi-asserted-by":"crossref","first-page":"63","DOI":"10.1016\/S0167-8655(00)00100-8","article-title":"Independent feature analysis for image retrieval","volume":"22","author":"Peng","year":"2001","journal-title":"Pattern Recognition Lett."},{"key":"10.1016\/S1077-3142(03)00013-4_BIB29","doi-asserted-by":"crossref","unstructured":"J. Peng, A multi-class relevance feedback approach to image retrieval, in: Proc. IEEE Int. Conf. on Image Processing, Thessaloniki, Greece, October 7\u201310, 2001","DOI":"10.1109\/ICIP.2001.958949"},{"issue":"1\/2","key":"10.1016\/S1077-3142(03)00013-4_BIB30","doi-asserted-by":"crossref","first-page":"150","DOI":"10.1006\/cviu.1999.0770","article-title":"Probabilistic feature relevance learning for Content-based image retrieval","volume":"75","author":"Peng","year":"1999","journal-title":"Comput. Vision Image Understanding"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB31","unstructured":"J. Peng, B. Bhanu, Feature relevance estimation for image databases, in: Proc. 5th Int. Workshop on Multimedia Information Systems, 1999, pp. 12\u201319"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB32","doi-asserted-by":"crossref","unstructured":"Y. Rui, T.S. Huang, Optimizing learning in image retrieval, in: Proc. IEEE Comput. Soc. Conf. on Computer Vision and Pattern Recognition, Hilton Head Island, South Carolina, 2000, pp. 236\u2013243","DOI":"10.1109\/CVPR.2000.855825"},{"issue":"5","key":"10.1016\/S1077-3142(03)00013-4_BIB33","doi-asserted-by":"crossref","first-page":"644","DOI":"10.1109\/76.718510","article-title":"Relevance feedback: A power tool for interactive content-based image retrieval","volume":"8","author":"Rui","year":"1998","journal-title":"IEEE Trans. Circuits Systems Video Technol."},{"key":"10.1016\/S1077-3142(03)00013-4_BIB34","doi-asserted-by":"crossref","unstructured":"Y. Rui, T.S. Huang, S. Mehrotra, Content-based image retrieval with relevance feedback in MARS, in: Proc. IEEE Internat. Conf. on Image Processing, Santa Barbara, California, October, 1997, pp. 815\u2013818","DOI":"10.1109\/ICIP.1997.638621"},{"year":"1982","series-title":"Introduction to Modern Information Retrieval","author":"Salton","key":"10.1016\/S1077-3142(03)00013-4_BIB35"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB36","doi-asserted-by":"crossref","unstructured":"C. Schmid, Constructing models for content-based image retrieval, in: Proc. IEEE Comput. Soc. Conf. Computer Vision and Pattern Recognition, Hawaii, vol. 2, 2001, pp. 39\u201345","DOI":"10.1109\/CVPR.2001.990922"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB37","unstructured":"B. Scholkopf, J.C. Platt, J.T. Shawe, A.J. Smola, R.C. Williamson, Estimating the support of a high-dimensional distribution, Technical Report MSR-TR-99-87, MicrosoftResearch, 1999"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB38","doi-asserted-by":"crossref","first-page":"622","DOI":"10.1109\/TIT.1981.1056403","article-title":"Optimal distance measure for nearest neighbor classification","volume":"27","author":"Short","year":"1981","journal-title":"IEEE Trans. Inform. Theory"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB39","doi-asserted-by":"crossref","unstructured":"C. Stein, Inadmissibility of the usual estimator for the mean of a multivariate normal distribution, in: Proc. 3rd Berkeley Symposium on Mathematical Statistics and Probability, vol. 1, University of California Press, Berkeley, 1955, pp. 197\u2013206","DOI":"10.1525\/9780520313880-018"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB40","doi-asserted-by":"crossref","unstructured":"Z. Su, S. Li, H.J. Zhang, Extraction of feature subspaces for content-based retrieval using relevance feedback, in: Proc. 9th ACM Internat. Conf. on Multimedia, Ottawa, Canada, 2001, pp. 98\u2013106","DOI":"10.1145\/500141.500158"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB41","unstructured":"Texture Images\u2014ftp:\/\/whitechapel.media.mit.edu\/pub\/VisTex"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB42","unstructured":"K. Tieu, P. Viola, BoostingImageRetrieval, in: Proc. IEEE Conf. on Computer Vision and Pattern Recognition, Hilton Head, South Carolina, 2000"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB43","doi-asserted-by":"crossref","unstructured":"N. Vasconcelos, A. Lippman, A probabilistic architecture for content-based image retrieval, in: Proc. IEEE Comput. Soc. Conf. on Computer Vision and Pattern Recognition, Hilton Head Island, South Carolina, 2000, pp. 216\u2013221","DOI":"10.1109\/CVPR.2000.855822"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB44","doi-asserted-by":"crossref","unstructured":"T. Wang, Y. Rui, S.M. Hu, Optimal adaptive learning for image retrieval, in: Proc. IEEE Comput. Soc. Conf. on Computer Vision and Pattern Recognition, vol. I, 2001, pp. 1140\u20131147","DOI":"10.1109\/CVPR.2001.990659"},{"issue":"1","key":"10.1016\/S1077-3142(03)00013-4_BIB45","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1109\/83.552096","article-title":"Gabor wavelet representation for 3-D object recognition","volume":"6","author":"Wu","year":"1997","journal-title":"IEEE Trans. Image Process."},{"issue":"5","key":"10.1016\/S1077-3142(03)00013-4_BIB46","doi-asserted-by":"crossref","first-page":"457","DOI":"10.1016\/S0167-8655(00)00124-0","article-title":"Edge-based structural features for content-based image retrieval","volume":"22","author":"Zhou","year":"2001","journal-title":"Pattern Recognition Lett."},{"key":"10.1016\/S1077-3142(03)00013-4_BIB47","doi-asserted-by":"crossref","unstructured":"X.S. Zhou, T.S. Huang, Exploring the nature and variants of relevance feedback, in: Proc. IEEE Workshop on Content-based Access of Image and Video Libraries, Kauai, Hawaii, 2001, pp. 94\u2013101","DOI":"10.1109\/IVL.2001.990862"},{"key":"10.1016\/S1077-3142(03)00013-4_BIB48","unstructured":"X.S. Zhou, T. Huang, Small sample learning during multimedia retrieval using BiasMap, in: Proc. IEEE Comput. Soc. Conf. on Computer Vision and Pattern Recognition, vol. I, 2001, pp. 11\u201317"}],"container-title":["Computer Vision and Image Understanding"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1077314203000134?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1077314203000134?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2024,12,12]],"date-time":"2024-12-12T16:34:34Z","timestamp":1734021274000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1077314203000134"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2003,4]]},"references-count":48,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2003,4]]}},"alternative-id":["S1077314203000134"],"URL":"https:\/\/doi.org\/10.1016\/s1077-3142(03)00013-4","relation":{},"ISSN":["1077-3142"],"issn-type":[{"type":"print","value":"1077-3142"}],"subject":[],"published":{"date-parts":[[2003,4]]}}}