{"id":"https://openalex.org/W2912209321","doi":"https://doi.org/10.1145/3308558.3313419","title":"ViTOR: Learning to Rank Webpages Based on Visual Features","display_name":"ViTOR: Learning to Rank Webpages Based on Visual Features","publication_year":2019,"publication_date":"2019-05-13","ids":{"openalex":"https://openalex.org/W2912209321","doi":"https://doi.org/10.1145/3308558.3313419","mag":"2912209321"},"language":"en","primary_location":{"id":"doi:10.1145/3308558.3313419","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3308558.3313419","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The World Wide Web Conference","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3308558.3313419","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043384267","display_name":"Bram van den Akker","orcid":null},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Bram van den Akker","raw_affiliation_strings":["University of Amsterdam Amsterdam, The Netherlands contact@bramvandenakker.nl"],"affiliations":[{"raw_affiliation_string":"University of Amsterdam Amsterdam, The Netherlands contact@bramvandenakker.nl","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103028673","display_name":"Ilya Markov","orcid":"https://orcid.org/0000-0001-9221-3043"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Ilya Markov","raw_affiliation_strings":["University of Amsterdam Amsterdam, The Netherlands"],"affiliations":[{"raw_affiliation_string":"University of Amsterdam Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031439294","display_name":"Maarten de Rijke","orcid":"https://orcid.org/0000-0002-1086-0202"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Maarten de Rijke","raw_affiliation_strings":["University of Amsterdam Amsterdam, The Netherlands"],"affiliations":[{"raw_affiliation_string":"University of Amsterdam Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I887064364"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5043384267"],"corresponding_institution_ids":["https://openalex.org/I887064364"],"apc_list":null,"apc_paid":null,"fwci":0.7152,"has_fulltext":true,"cited_by_count":30,"citation_normalized_percentile":{"value":0.74177535,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"3279","last_page":"3285"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9994999766349792,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9994999766349792,"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/T12016","display_name":"Web Data Mining and Analysis","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9945999979972839,"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/computer-science","display_name":"Computer science","score":0.7026663422584534},{"id":"https://openalex.org/keywords/rank","display_name":"Rank (graph theory)","score":0.5939103960990906},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5278853178024292},{"id":"https://openalex.org/keywords/learning-to-rank","display_name":"Learning to rank","score":0.5226435661315918},{"id":"https://openalex.org/keywords/web-page","display_name":"Web page","score":0.4580039978027344},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.36921024322509766},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.30029356479644775},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.15511170029640198},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13129323720932007},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.10123452544212341}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7026663422584534},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.5939103960990906},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5278853178024292},{"id":"https://openalex.org/C86037889","wikidata":"https://www.wikidata.org/wiki/Q4330127","display_name":"Learning to rank","level":3,"score":0.5226435661315918},{"id":"https://openalex.org/C21959979","wikidata":"https://www.wikidata.org/wiki/Q36774","display_name":"Web page","level":2,"score":0.4580039978027344},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.36921024322509766},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.30029356479644775},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.15511170029640198},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13129323720932007},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.10123452544212341}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1145/3308558.3313419","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3308558.3313419","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The World Wide Web Conference","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1903.02939","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1903.02939","pdf_url":"https://arxiv.org/pdf/1903.02939","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:dare.uva.nl:openaire_cris_publications/1cefba59-9140-4f8b-a3ca-119dc3eae24a","is_oa":true,"landing_page_url":"https://handle.uba.uva.nl/personal/pure/en/publications/vitor-learning-to-rank-webpages-based-on-visual-features(1cefba59-9140-4f8b-a3ca-119dc3eae24a).html","pdf_url":"https://pure.uva.nl/ws/files/42480337/p3279_akker.pdf","source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"van den Akker, B, Markov, I & de Rijke, M 2019, ViTOR: Learning to rank webpages based on visual features. in The Web Conference 2019 : proceedings of the World Wide Web Conference WWW 2019 : May 13-17, 2019, San Francisco, CA, USA. Association for Computing Machinery, New York, pp. 3279-3285, 2019 World Wide Web Conference, WWW 2019, San Francisco, United States, 13/05/19. https://doi.org/10.1145/3308558.3313419","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:uvapub:oai:dare.uva.nl:publications/1cefba59-9140-4f8b-a3ca-119dc3eae24a","is_oa":true,"landing_page_url":"https://dare.uva.nl/personal/pure/en/publications/vitor-learning-to-rank-webpages-based-on-visual-features(1cefba59-9140-4f8b-a3ca-119dc3eae24a).html","pdf_url":"https://dare.uva.nl/personal/pure/en/publications/vitor-learning-to-rank-webpages-based-on-visual-features(1cefba59-9140-4f8b-a3ca-119dc3eae24a).html","source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"The Web Conference 2019: proceedings of the World Wide Web Conference WWW 2019 : May 13-17, 2019, San Francisco, CA, USA, 3279 - 3285","raw_type":"info:eu-repo/semantics/conferencepaper"},{"id":"pmh:oai:dare.uva.nl:publications/1cefba59-9140-4f8b-a3ca-119dc3eae24a","is_oa":false,"landing_page_url":"http://hdl.handle.net/11245.1/1cefba59-9140-4f8b-a3ca-119dc3eae24a","pdf_url":null,"source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""}],"best_oa_location":{"id":"doi:10.1145/3308558.3313419","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3308558.3313419","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The World Wide Web Conference","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321182","display_name":"VSNU Vereniging van Universiteiten","ror":"https://ror.org/05wvdt748"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1483624827","https://openalex.org/W1522301498","https://openalex.org/W1530210183","https://openalex.org/W1686810756","https://openalex.org/W1934890906","https://openalex.org/W2040048604","https://openalex.org/W2094127255","https://openalex.org/W2153958417","https://openalex.org/W2155541015","https://openalex.org/W2194775991","https://openalex.org/W2754566651","https://openalex.org/W2766213870","https://openalex.org/W2792641098","https://openalex.org/W2897496397","https://openalex.org/W2917634187","https://openalex.org/W2963703618","https://openalex.org/W3103026672","https://openalex.org/W4294375521","https://openalex.org/W6640544009","https://openalex.org/W6687483927","https://openalex.org/W6743446608"],"related_works":["https://openalex.org/W1488511360","https://openalex.org/W1781894645","https://openalex.org/W2894902932","https://openalex.org/W569715723","https://openalex.org/W188332989","https://openalex.org/W2772359885","https://openalex.org/W2982387199","https://openalex.org/W2000745862","https://openalex.org/W2120930843","https://openalex.org/W42013907"],"abstract_inverted_index":{"The":[0,90],"visual":[1,38,74,95,132],"appearance":[2],"of":[3,21,71,94,129],"a":[4,46],"webpage":[5,59],"carries":[6],"valuable":[7],"information":[8],"about":[9],"the":[10,19,28,69,81,113,118,127],"page's":[11],"quality":[12],"and":[13,51,79,87,99,105,121],"can":[14],"be":[15],"used":[16],"to":[17,23],"improve":[18],"performance":[20,128],"learning":[22,30,44],"rank":[24],"(LTR).":[25],"We":[26,110],"introduce":[27,78],"Visual":[29],"TO":[31],"Rank":[32],"(ViTOR)":[33],"model":[34,116],"that":[35,123],"integrates":[36],"state-of-the-art":[37],"features":[39,98],"extraction":[40],"methods:":[41],"(i)":[42],"transfer":[43],"from":[45,58],"pre-trained":[47],"image":[48],"classification":[49],"model,":[50],"(ii)":[52],"synthetic":[53],"saliency":[54],"heat":[55],"maps":[56],"generated":[57],"snapshots.":[60],"Since":[61],"there":[62],"is":[63],"currently":[64],"no":[65],"public":[66],"dataset":[67,92,120],"for":[68,102],"task":[70],"LTR":[72,130],"with":[73,112,131],"features,":[75],"we":[76],"also":[77],"release":[80],"ViTOR":[82,91,115,119],"dataset,":[83],"containing":[84],"visually":[85],"rich":[86],"diverse":[88],"webpages.":[89],"consists":[93],"snapshots,":[96],"non-visual":[97],"relevance":[100],"judgments":[101],"ClueWeb12":[103],"webpages":[104],"TREC":[106],"Web":[107],"Track":[108],"queries.":[109],"experiment":[111],"proposed":[114],"on":[117],"show":[122],"it":[124],"significantly":[125],"improves":[126],"features.":[133]},"counts_by_year":[{"year":2024,"cited_by_count":22},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":4}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2019-02-21T00:00:00"}