{"id":"https://openalex.org/W2133455944","doi":"https://doi.org/10.1109/iccv.2003.1238368","title":"Applying the information bottleneck principle to unsupervised clustering of discrete and continuous image representations","display_name":"Applying the information bottleneck principle to unsupervised clustering of discrete and continuous image representations","publication_year":2003,"publication_date":"2003-01-01","ids":{"openalex":"https://openalex.org/W2133455944","doi":"https://doi.org/10.1109/iccv.2003.1238368","mag":"2133455944"},"language":"en","primary_location":{"id":"doi:10.1109/iccv.2003.1238368","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccv.2003.1238368","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings Ninth IEEE International Conference on Computer Vision","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113937994","display_name":"Gordon","orcid":null},"institutions":[{"id":"https://openalex.org/I16391192","display_name":"Tel Aviv University","ror":"https://ror.org/04mhzgx49","country_code":"IL","type":"education","lineage":["https://openalex.org/I16391192"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Gordon","raw_affiliation_strings":["CUTe Systems Limited, Tel-Aviv University, Israel","Faculty of Engineering, Tel-Aviv University, Israel","Fac. of Eng., Tel Aviv Univ., Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CUTe Systems Limited, Tel-Aviv University, Israel","institution_ids":["https://openalex.org/I16391192"]},{"raw_affiliation_string":"Faculty of Engineering, Tel-Aviv University, Israel","institution_ids":["https://openalex.org/I16391192"]},{"raw_affiliation_string":"Fac. of Eng., Tel Aviv Univ., Israel","institution_ids":["https://openalex.org/I16391192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018733969","display_name":"Greenspan","orcid":null},"institutions":[{"id":"https://openalex.org/I16391192","display_name":"Tel Aviv University","ror":"https://ror.org/04mhzgx49","country_code":"IL","type":"education","lineage":["https://openalex.org/I16391192"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Greenspan","raw_affiliation_strings":["CUTe Systems Limited, Tel-Aviv University, Israel","Faculty of Engineering, Tel-Aviv University, Israel","Fac. of Eng., Tel Aviv Univ., Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CUTe Systems Limited, Tel-Aviv University, Israel","institution_ids":["https://openalex.org/I16391192"]},{"raw_affiliation_string":"Faculty of Engineering, Tel-Aviv University, Israel","institution_ids":["https://openalex.org/I16391192"]},{"raw_affiliation_string":"Fac. of Eng., Tel Aviv Univ., Israel","institution_ids":["https://openalex.org/I16391192"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053779288","display_name":"Goldberger","orcid":null},"institutions":[{"id":"https://openalex.org/I16391192","display_name":"Tel Aviv University","ror":"https://ror.org/04mhzgx49","country_code":"IL","type":"education","lineage":["https://openalex.org/I16391192"]},{"id":"https://openalex.org/I4210119086","display_name":"Cutest Systems (United Kingdom)","ror":"https://ror.org/02kwy3g61","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210119086"]}],"countries":["GB","IL"],"is_corresponding":false,"raw_author_name":"Goldberger","raw_affiliation_strings":["CUTe Systems Limited, Tel-Aviv University, Israel","Faculty of Engineering, Tel-Aviv University, Israel","CUTe Systems Ltd"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CUTe Systems Limited, Tel-Aviv University, Israel","institution_ids":["https://openalex.org/I16391192"]},{"raw_affiliation_string":"Faculty of Engineering, Tel-Aviv University, Israel","institution_ids":["https://openalex.org/I16391192"]},{"raw_affiliation_string":"CUTe Systems Ltd","institution_ids":["https://openalex.org/I4210119086"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":90,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"370","last_page":"377 vol.1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10901","display_name":"Advanced Data Compression Techniques","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/information-bottleneck-method","display_name":"Information bottleneck method","score":0.8424173593521118},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7621777057647705},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5835142135620117},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5599530339241028},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5343977808952332},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.5338396430015564},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5296036005020142},{"id":"https://openalex.org/keywords/histogram","display_name":"Histogram","score":0.49457666277885437},{"id":"https://openalex.org/keywords/mutual-information","display_name":"Mutual information","score":0.45732179284095764},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.36170709133148193},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3565536439418793}],"concepts":[{"id":"https://openalex.org/C60008888","wikidata":"https://www.wikidata.org/wiki/Q6031013","display_name":"Information bottleneck method","level":3,"score":0.8424173593521118},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7621777057647705},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5835142135620117},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5599530339241028},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5343977808952332},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.5338396430015564},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5296036005020142},{"id":"https://openalex.org/C53533937","wikidata":"https://www.wikidata.org/wiki/Q185020","display_name":"Histogram","level":3,"score":0.49457666277885437},{"id":"https://openalex.org/C152139883","wikidata":"https://www.wikidata.org/wiki/Q252973","display_name":"Mutual information","level":2,"score":0.45732179284095764},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.36170709133148193},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3565536439418793},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/iccv.2003.1238368","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccv.2003.1238368","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings Ninth IEEE International Conference on Computer Vision","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.585.5885","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.585.5885","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.eng.biu.ac.il/~goldbej/papers/iccv032.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.644.2156","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.644.2156","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://lear.inrialpes.fr/people/triggs/events/iccv03/cdrom/iccv03/0370_gordon.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1686946872","https://openalex.org/W1980112720","https://openalex.org/W2010425028","https://openalex.org/W2099111195","https://openalex.org/W2103723258","https://openalex.org/W2128888182","https://openalex.org/W2135705692","https://openalex.org/W2137676337","https://openalex.org/W2139672812","https://openalex.org/W2143554139","https://openalex.org/W2293605478","https://openalex.org/W2799061466","https://openalex.org/W2914885528","https://openalex.org/W2979454998","https://openalex.org/W3101231107","https://openalex.org/W4239875977","https://openalex.org/W6637108112","https://openalex.org/W6675471587","https://openalex.org/W6680807074"],"related_works":["https://openalex.org/W1504394672","https://openalex.org/W2622284819","https://openalex.org/W2381356463","https://openalex.org/W2939693078","https://openalex.org/W3089381707","https://openalex.org/W2064890045","https://openalex.org/W2783047733","https://openalex.org/W3034190530","https://openalex.org/W2741297526","https://openalex.org/W4301016710"],"abstract_inverted_index":{"We":[0],"present":[1],"a":[2,15,85],"method":[3,11,80],"for":[4,81],"unsupervised":[5],"clustering":[6,83,90],"of":[7,68,77],"image":[8,39,54,58,63,82,87],"databases.":[9],"The":[10,44],"is":[12,41,47],"based":[13,65],"on":[14,66,84],"recently":[16],"introduced":[17],"information-theoretic":[18],"principle,":[19],"the":[20,31,35,38,75,78,94],"information":[21,33],"bottleneck":[22],"(IB)":[23],"principle.":[24],"Image":[25],"archives":[26],"are":[27,97],"clustered":[28],"such":[29],"that":[30],"mutual":[32],"between":[34],"clusters":[36],"and":[37,52,60,99],"content":[40],"maximally":[42],"preserved.":[43],"IB":[45,95],"principle":[46,96],"applied":[48],"to":[49],"both":[50],"discrete":[51,57],"continuous":[53,62],"representations,":[55],"using":[56],"histograms":[59],"probabilistic":[61],"modeling":[64],"mixture":[67],"Gaussian":[69],"densities,":[70],"respectively.":[71],"Experimental":[72],"results":[73],"demonstrate":[74],"performance":[76],"proposed":[79],"large":[86],"database.":[88],"Several":[89],"algorithms":[91],"derived":[92],"from":[93],"explored":[98],"compared.":[100]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":4},{"year":2014,"cited_by_count":6},{"year":2013,"cited_by_count":4},{"year":2012,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}