{"id":"https://openalex.org/W2794166971","doi":"https://doi.org/10.1109/tcsvt.2018.2817250","title":"Binocular Fusion Net: Deep Learning Visual Comfort Assessment for Stereoscopic 3D","display_name":"Binocular Fusion Net: Deep Learning Visual Comfort Assessment for Stereoscopic 3D","publication_year":2018,"publication_date":"2018-03-19","ids":{"openalex":"https://openalex.org/W2794166971","doi":"https://doi.org/10.1109/tcsvt.2018.2817250","mag":"2794166971"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2018.2817250","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2018.2817250","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Circuits and Systems for Video Technology","raw_type":"journal-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/A5089050147","display_name":"Hak Gu Kim","orcid":"https://orcid.org/0000-0003-2137-934X"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Hak Gu Kim","raw_affiliation_strings":["Image and Video Systems Lab., School of Electrical Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea"],"affiliations":[{"raw_affiliation_string":"Image and Video Systems Lab., School of Electrical Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002174765","display_name":"Hyunwook Jeong","orcid":"https://orcid.org/0000-0002-5498-3976"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hyunwook Jeong","raw_affiliation_strings":["Image and Video Systems Lab., School of Electrical Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea"],"affiliations":[{"raw_affiliation_string":"Image and Video Systems Lab., School of Electrical Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106919214","display_name":"Heoun-taek Lim","orcid":null},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Heoun-taek Lim","raw_affiliation_strings":["Image and Video Systems Lab., School of Electrical Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea"],"affiliations":[{"raw_affiliation_string":"Image and Video Systems Lab., School of Electrical Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038798134","display_name":"Yong Man Ro","orcid":"https://orcid.org/0000-0001-5306-6853"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Yong Man Ro","raw_affiliation_strings":["Image and Video Systems Lab., School of Electrical Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea"],"affiliations":[{"raw_affiliation_string":"Image and Video Systems Lab., School of Electrical Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea","institution_ids":["https://openalex.org/I157485424"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5089050147"],"corresponding_institution_ids":["https://openalex.org/I157485424"],"apc_list":null,"apc_paid":null,"fwci":3.1294,"has_fulltext":false,"cited_by_count":32,"citation_normalized_percentile":{"value":0.92622202,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"29","issue":"4","first_page":"956","last_page":"967"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11408","display_name":"Advanced Optical Imaging Technologies","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11408","display_name":"Advanced Optical Imaging Technologies","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10531","display_name":"Advanced Vision and Imaging","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"}},{"id":"https://openalex.org/T10427","display_name":"Visual perception and processing mechanisms","score":0.9957000017166138,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.7681756019592285},{"id":"https://openalex.org/keywords/stereoscopy","display_name":"Stereoscopy","score":0.7595944404602051},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7198169827461243},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5908504128456116},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5869404673576355},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5723593831062317},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5577403903007507},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.5371414422988892},{"id":"https://openalex.org/keywords/binocular-vision","display_name":"Binocular vision","score":0.4609971046447754},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3781794011592865}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7681756019592285},{"id":"https://openalex.org/C126057942","wikidata":"https://www.wikidata.org/wiki/Q35158","display_name":"Stereoscopy","level":2,"score":0.7595944404602051},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7198169827461243},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5908504128456116},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5869404673576355},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5723593831062317},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5577403903007507},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.5371414422988892},{"id":"https://openalex.org/C121958486","wikidata":"https://www.wikidata.org/wiki/Q609543","display_name":"Binocular vision","level":2,"score":0.4609971046447754},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3781794011592865},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tcsvt.2018.2817250","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2018.2817250","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Circuits and Systems for Video Technology","raw_type":"journal-article"},{"id":"pmh:oai:koasas.kaist.ac.kr:10203/261606","is_oa":false,"landing_page_url":"http://hdl.handle.net/10203/261606","pdf_url":null,"source":{"id":"https://openalex.org/S4306402435","display_name":"KAIST Institutional Repository (KAIST)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I157485424","host_organization_name":"Korea Advanced Institute of Science and Technology","host_organization_lineage":["https://openalex.org/I157485424"],"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":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G389608259","display_name":null,"funder_award_id":"2017-0-00780","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"}],"funders":[{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W764651262","https://openalex.org/W847640832","https://openalex.org/W1513100184","https://openalex.org/W1517643417","https://openalex.org/W1522301498","https://openalex.org/W1558079668","https://openalex.org/W1665214252","https://openalex.org/W1990375475","https://openalex.org/W1992082721","https://openalex.org/W1997247158","https://openalex.org/W1998684374","https://openalex.org/W2030294991","https://openalex.org/W2065945346","https://openalex.org/W2071263626","https://openalex.org/W2072441879","https://openalex.org/W2092663520","https://openalex.org/W2106276241","https://openalex.org/W2113059272","https://openalex.org/W2121513507","https://openalex.org/W2123045220","https://openalex.org/W2127418128","https://openalex.org/W2142990573","https://openalex.org/W2145725161","https://openalex.org/W2168554490","https://openalex.org/W2170947705","https://openalex.org/W2194775991","https://openalex.org/W2206823058","https://openalex.org/W2259424905","https://openalex.org/W2271840356","https://openalex.org/W2284685575","https://openalex.org/W2310059960","https://openalex.org/W2517799340","https://openalex.org/W2560178910","https://openalex.org/W2890345906","https://openalex.org/W2962851944","https://openalex.org/W6630726011","https://openalex.org/W6631190155","https://openalex.org/W6637242042","https://openalex.org/W6649878215","https://openalex.org/W6677995690","https://openalex.org/W6685133223"],"related_works":["https://openalex.org/W1536158975","https://openalex.org/W2393788985","https://openalex.org/W2157670837","https://openalex.org/W2029966401","https://openalex.org/W2068608913","https://openalex.org/W2374120702","https://openalex.org/W2288745733","https://openalex.org/W2631594184","https://openalex.org/W2072849536","https://openalex.org/W1983607852"],"abstract_inverted_index":{"In":[0,56,92],"this":[1],"paper,":[2],"we":[3,27,94,182],"propose":[4],"a":[5,29,96,150],"novel":[6],"deep":[7,32,136,140,169],"learning-based":[8],"visual":[9,22,52,77,192],"comfort":[10,53,78],"assessment":[11],"(VCA)":[12],"for":[13,50,101,171],"stereoscopic":[14,25,39],"images.":[15,40],"To":[16],"assess":[17],"the":[18,45,51,57,59,66,76,84,88,103,110,114,121,135,155,163,167,174,185],"overall":[19],"degree":[20],"of":[21,166,176],"discomfort":[23,193],"in":[24,123,149,153],"viewing,":[26],"devise":[28,95],"binocular":[30,36,47,60,85,111],"fusion":[31],"network":[33,99,141,170,196],"(BFN)":[34],"learning":[35],"characteristics":[37],"between":[38,129],"The":[41,106,138],"proposed":[42,107,139,168,186],"BFN":[43,115,143,187],"learns":[44],"latent":[46],"feature":[48,61,86,112,122],"representations":[49],"score":[54,79,90],"prediction.":[55],"BFN,":[58],"is":[62,80,146],"encoded":[63],"by":[64,82,173,194],"fusing":[65],"spatial":[67],"features":[68],"extracted":[69],"from":[70,113,120],"left":[71,130],"and":[72,116,131,144],"right":[73,132],"views.":[74],"Finally,":[75],"predicted":[81],"projecting":[83],"onto":[87],"subjective":[89],"space.":[91],"addition,":[93],"disparity":[97,118,127,159],"regularization":[98],"(DRN)":[100],"improving":[102],"prediction":[104,164],"results.":[105],"DRN":[108,145,156],"takes":[109],"estimates":[117],"maps":[119],"order":[124],"to":[125],"embed":[126],"relations":[128],"views":[133],"into":[134],"network.":[137],"with":[142],"end-to-end":[147],"trained":[148],"unified":[151],"framework":[152],"which":[154],"acts":[157],"as":[158],"regularization.":[160],"We":[161],"evaluated":[162],"performance":[165],"VCA":[172,179],"comparison":[175],"existing":[177],"objective":[178],"metrics.":[180],"Further,":[181],"demonstrated":[183],"that":[184],"showed":[188],"various":[189],"factors":[190],"causing":[191],"using":[195],"visualization.":[197]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}