{"id":"https://openalex.org/W2047275730","doi":"https://doi.org/10.1109/cvpr.2012.6247710","title":"Probabilistic learning of task-specific visual attention","display_name":"Probabilistic learning of task-specific visual attention","publication_year":2012,"publication_date":"2012-06-01","ids":{"openalex":"https://openalex.org/W2047275730","doi":"https://doi.org/10.1109/cvpr.2012.6247710","mag":"2047275730"},"language":"en","primary_location":{"id":"doi:10.1109/cvpr.2012.6247710","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvpr.2012.6247710","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE Conference on Computer Vision and Pattern Recognition","raw_type":"proceedings-article"},"type":"article","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/A5101868939","display_name":"Ali Borji","orcid":"https://orcid.org/0000-0003-1518-4714"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"A. Borji","raw_affiliation_strings":["Department of Computer Science, University of Southern California, Los Angeles, USA","Department of Computer Science, University of Southern California, Los Angeles,"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Southern California, Los Angeles, USA","institution_ids":["https://openalex.org/I1174212"]},{"raw_affiliation_string":"Department of Computer Science, University of Southern California, Los Angeles,","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037889668","display_name":"Dicky N. Sihite","orcid":null},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"D. N. Sihite","raw_affiliation_strings":["Department of Computer Science, University of Southern California, Los Angeles, USA","Department of Computer Science, University of Southern California, Los Angeles,"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Southern California, Los Angeles, USA","institution_ids":["https://openalex.org/I1174212"]},{"raw_affiliation_string":"Department of Computer Science, University of Southern California, Los Angeles,","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054494771","display_name":"Laurent Itti","orcid":"https://orcid.org/0000-0002-0168-2977"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"L. Itti","raw_affiliation_strings":["Department of Computer Science, University of Southern California, Los Angeles, USA","Department of Computer Science, University of Southern California, Los Angeles,"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Southern California, Los Angeles, USA","institution_ids":["https://openalex.org/I1174212"]},{"raw_affiliation_string":"Department of Computer Science, University of Southern California, Los Angeles,","institution_ids":["https://openalex.org/I1174212"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5101868939"],"corresponding_institution_ids":["https://openalex.org/I1174212"],"apc_list":null,"apc_paid":null,"fwci":8.3269,"has_fulltext":false,"cited_by_count":120,"citation_normalized_percentile":{"value":0.98083416,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"470","last_page":"477"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11605","display_name":"Visual Attention and Saliency Detection","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/T11605","display_name":"Visual Attention and Saliency Detection","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/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10427","display_name":"Visual perception and processing mechanisms","score":0.9810000061988831,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8129918575286865},{"id":"https://openalex.org/keywords/gaze","display_name":"Gaze","score":0.7387425303459167},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6343172788619995},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5673315525054932},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.555900514125824},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5396445393562317},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5146730542182922},{"id":"https://openalex.org/keywords/margin","display_name":"Margin (machine learning)","score":0.5078240036964417},{"id":"https://openalex.org/keywords/bayesian-inference","display_name":"Bayesian inference","score":0.4503612816333771},{"id":"https://openalex.org/keywords/eye-movement","display_name":"Eye movement","score":0.44978344440460205},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.44123682379722595},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4275178611278534},{"id":"https://openalex.org/keywords/eye-tracking","display_name":"Eye tracking","score":0.41627100110054016},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3772256374359131}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8129918575286865},{"id":"https://openalex.org/C2779916870","wikidata":"https://www.wikidata.org/wiki/Q14467155","display_name":"Gaze","level":2,"score":0.7387425303459167},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6343172788619995},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5673315525054932},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.555900514125824},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5396445393562317},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5146730542182922},{"id":"https://openalex.org/C774472","wikidata":"https://www.wikidata.org/wiki/Q6760393","display_name":"Margin (machine learning)","level":2,"score":0.5078240036964417},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.4503612816333771},{"id":"https://openalex.org/C153050134","wikidata":"https://www.wikidata.org/wiki/Q760256","display_name":"Eye movement","level":2,"score":0.44978344440460205},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.44123682379722595},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4275178611278534},{"id":"https://openalex.org/C56461940","wikidata":"https://www.wikidata.org/wiki/Q970687","display_name":"Eye tracking","level":2,"score":0.41627100110054016},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3772256374359131},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/cvpr.2012.6247710","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvpr.2012.6247710","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE Conference on Computer Vision and Pattern Recognition","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.251.3051","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.251.3051","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://ilab.usc.edu/publications/doc/Borji_etal12cvpr.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":45,"referenced_works":["https://openalex.org/W168365783","https://openalex.org/W1497599070","https://openalex.org/W1510226565","https://openalex.org/W1572655503","https://openalex.org/W1963864613","https://openalex.org/W2027833538","https://openalex.org/W2034436892","https://openalex.org/W2040253108","https://openalex.org/W2055111849","https://openalex.org/W2067450646","https://openalex.org/W2074693532","https://openalex.org/W2091005670","https://openalex.org/W2103215849","https://openalex.org/W2103357101","https://openalex.org/W2106848651","https://openalex.org/W2107055466","https://openalex.org/W2109279964","https://openalex.org/W2117242469","https://openalex.org/W2117606586","https://openalex.org/W2126718454","https://openalex.org/W2127807804","https://openalex.org/W2128272608","https://openalex.org/W2128715914","https://openalex.org/W2133589685","https://openalex.org/W2135957164","https://openalex.org/W2136869398","https://openalex.org/W2139047169","https://openalex.org/W2141435707","https://openalex.org/W2145227859","https://openalex.org/W2146103513","https://openalex.org/W2147299944","https://openalex.org/W2149095485","https://openalex.org/W2153839765","https://openalex.org/W2155844728","https://openalex.org/W2161969291","https://openalex.org/W2166554908","https://openalex.org/W2171011251","https://openalex.org/W4233445581","https://openalex.org/W6629672220","https://openalex.org/W6676006193","https://openalex.org/W6677573402","https://openalex.org/W6678929680","https://openalex.org/W6680437723","https://openalex.org/W6680614221","https://openalex.org/W6683124071"],"related_works":["https://openalex.org/W4384434815","https://openalex.org/W2161294397","https://openalex.org/W2012644758","https://openalex.org/W2047559669","https://openalex.org/W1701036363","https://openalex.org/W1561131412","https://openalex.org/W2958385752","https://openalex.org/W1981014703","https://openalex.org/W4206950173","https://openalex.org/W2113629050"],"abstract_inverted_index":{"Despite":[0],"a":[1,47,64,121],"considerable":[2],"amount":[3],"of":[4,32,38,42,58,63,100,132],"previous":[5,66,70],"work":[6],"on":[7],"bottom-up":[8],"saliency":[9],"modeling":[10,52],"for":[11,51],"predicting":[12],"human":[13,112],"fixations":[14],"over":[15,75],"static":[16],"and":[17,29,69,93,114,140],"dynamic":[18],"stimuli,":[19],"few":[20],"studies":[21],"have":[22],"thus":[23],"far":[24],"attempted":[25],"to":[26,77,110,142],"model":[27],"top-down":[28],"task-driven":[30,53],"influences":[31],"visual":[33,54,144],"attention.":[34,55],"Here,":[35],"taking":[36],"advantage":[37,131],"the":[39,79,118],"sequential":[40],"nature":[41],"real-world":[43],"tasks,":[44,102],"we":[45,103],"propose":[46],"unified":[48],"Bayesian":[49],"approach":[50,107,134],"Several":[56],"sources":[57],"information,":[59],"including":[60],"global":[61],"context":[62],"scene,":[65],"attended":[67,81],"locations,":[68],"motor":[71],"actions,":[72],"are":[73],"integrated":[74],"time":[76],"predict":[78,111],"next":[80],"location.":[82],"Recording":[83],"eye":[84],"movements":[85],"while":[86],"subjects":[87],"engage":[88],"in":[89,127],"5":[90],"contemporary":[91],"2D":[92],"3D":[94],"video":[95],"games,":[96],"as":[97],"modest":[98],"counterparts":[99],"everyday":[101],"show":[104],"that":[105,136],"our":[106,133],"is":[108,135,138],"able":[109],"attention":[113],"gaze":[115],"better":[116],"than":[117],"state-of-the-art,":[119],"with":[120],"large":[122],"margin":[123],"(about":[124],"15%":[125],"increase":[126],"prediction":[128],"accuracy).":[129],"The":[130],"it":[137],"automatic":[139],"applicable":[141],"arbitrary":[143],"tasks.":[145]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":13},{"year":2018,"cited_by_count":14},{"year":2017,"cited_by_count":15},{"year":2016,"cited_by_count":12},{"year":2015,"cited_by_count":12},{"year":2014,"cited_by_count":6},{"year":2013,"cited_by_count":11},{"year":2012,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
