{"id":"https://openalex.org/W4407736866","doi":"https://doi.org/10.1109/tvcg.2025.3540669","title":"Survey on 3D Reconstruction Techniques: Large-Scale Urban City Reconstruction and Requirements","display_name":"Survey on 3D Reconstruction Techniques: Large-Scale Urban City Reconstruction and Requirements","publication_year":2025,"publication_date":"2025-02-19","ids":{"openalex":"https://openalex.org/W4407736866","doi":"https://doi.org/10.1109/tvcg.2025.3540669","pmid":"https://pubmed.ncbi.nlm.nih.gov/40031857"},"language":"en","primary_location":{"id":"doi:10.1109/tvcg.2025.3540669","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2025.3540669","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"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 Visualization and Computer Graphics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5116325721","display_name":"Andreas Christodoulides","orcid":null},"institutions":[{"id":"https://openalex.org/I39586589","display_name":"Swansea University","ror":"https://ror.org/053fq8t95","country_code":"GB","type":"education","lineage":["https://openalex.org/I39586589"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Andreas Christodoulides","raw_affiliation_strings":["Swansea University, Swansea, U.K","Swansea University, UK"],"raw_orcid":"https://orcid.org/0009-0006-7180-2758","affiliations":[{"raw_affiliation_string":"Swansea University, Swansea, U.K","institution_ids":["https://openalex.org/I39586589"]},{"raw_affiliation_string":"Swansea University, UK","institution_ids":["https://openalex.org/I39586589"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003981917","display_name":"Gary K.L. Tam","orcid":"https://orcid.org/0000-0001-7387-5180"},"institutions":[{"id":"https://openalex.org/I39586589","display_name":"Swansea University","ror":"https://ror.org/053fq8t95","country_code":"GB","type":"education","lineage":["https://openalex.org/I39586589"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Gary K. L. Tam","raw_affiliation_strings":["Swansea University, Swansea, U.K","Swansea University, UK"],"raw_orcid":"https://orcid.org/0000-0001-7387-5180","affiliations":[{"raw_affiliation_string":"Swansea University, Swansea, U.K","institution_ids":["https://openalex.org/I39586589"]},{"raw_affiliation_string":"Swansea University, UK","institution_ids":["https://openalex.org/I39586589"]}]},{"author_position":"middle","author":{"id":null,"display_name":"James Clarke","orcid":"https://orcid.org/0009-0003-9686-7417"},"institutions":[{"id":"https://openalex.org/I1342692935","display_name":"Ordnance Survey","ror":"https://ror.org/02xqyv944","country_code":"GB","type":"government","lineage":["https://openalex.org/I1342692935"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"James Clarke","raw_affiliation_strings":["Ordnance Survey, Southampton, U.K","Ordnance Survey, UK"],"raw_orcid":"https://orcid.org/0009-0003-9686-7417","affiliations":[{"raw_affiliation_string":"Ordnance Survey, Southampton, U.K","institution_ids":["https://openalex.org/I1342692935"]},{"raw_affiliation_string":"Ordnance Survey, UK","institution_ids":["https://openalex.org/I1342692935"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Richard Smith","orcid":"https://orcid.org/0000-0003-0318-8494"},"institutions":[{"id":"https://openalex.org/I39586589","display_name":"Swansea University","ror":"https://ror.org/053fq8t95","country_code":"GB","type":"education","lineage":["https://openalex.org/I39586589"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Richard Smith","raw_affiliation_strings":["Swansea University, Swansea, U.K","Swansea University, UK"],"raw_orcid":"https://orcid.org/0000-0003-0318-8494","affiliations":[{"raw_affiliation_string":"Swansea University, Swansea, U.K","institution_ids":["https://openalex.org/I39586589"]},{"raw_affiliation_string":"Swansea University, UK","institution_ids":["https://openalex.org/I39586589"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jon Horgan","orcid":null},"institutions":[{"id":"https://openalex.org/I1342692935","display_name":"Ordnance Survey","ror":"https://ror.org/02xqyv944","country_code":"GB","type":"government","lineage":["https://openalex.org/I1342692935"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jon Horgan","raw_affiliation_strings":["Ordnance Survey, Southampton, U.K","Ordnance Survey, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ordnance Survey, Southampton, U.K","institution_ids":["https://openalex.org/I1342692935"]},{"raw_affiliation_string":"Ordnance Survey, UK","institution_ids":["https://openalex.org/I1342692935"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039997297","display_name":"Nicholas Micallef","orcid":"https://orcid.org/0000-0002-2683-8042"},"institutions":[{"id":"https://openalex.org/I39586589","display_name":"Swansea University","ror":"https://ror.org/053fq8t95","country_code":"GB","type":"education","lineage":["https://openalex.org/I39586589"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nicholas Micallef","raw_affiliation_strings":["Swansea University, Swansea, U.K","Swansea University, UK"],"raw_orcid":"https://orcid.org/0000-0002-2683-8042","affiliations":[{"raw_affiliation_string":"Swansea University, Swansea, U.K","institution_ids":["https://openalex.org/I39586589"]},{"raw_affiliation_string":"Swansea University, UK","institution_ids":["https://openalex.org/I39586589"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084811507","display_name":"Jeremy Morley","orcid":"https://orcid.org/0000-0002-3658-8796"},"institutions":[{"id":"https://openalex.org/I1342692935","display_name":"Ordnance Survey","ror":"https://ror.org/02xqyv944","country_code":"GB","type":"government","lineage":["https://openalex.org/I1342692935"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jeremy Morley","raw_affiliation_strings":["Ordnance Survey, Southampton, U.K","Ordnance Survey, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ordnance Survey, Southampton, U.K","institution_ids":["https://openalex.org/I1342692935"]},{"raw_affiliation_string":"Ordnance Survey, UK","institution_ids":["https://openalex.org/I1342692935"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016321436","display_name":"Nelly Villamizar","orcid":"https://orcid.org/0000-0002-8741-7225"},"institutions":[{"id":"https://openalex.org/I39586589","display_name":"Swansea University","ror":"https://ror.org/053fq8t95","country_code":"GB","type":"education","lineage":["https://openalex.org/I39586589"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nelly Villamizar","raw_affiliation_strings":["Swansea University, Swansea, U.K","Swansea University, UK"],"raw_orcid":"https://orcid.org/0000-0002-8741-7225","affiliations":[{"raw_affiliation_string":"Swansea University, Swansea, U.K","institution_ids":["https://openalex.org/I39586589"]},{"raw_affiliation_string":"Swansea University, UK","institution_ids":["https://openalex.org/I39586589"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022708495","display_name":"Sean Walton","orcid":"https://orcid.org/0000-0002-6451-265X"},"institutions":[{"id":"https://openalex.org/I39586589","display_name":"Swansea University","ror":"https://ror.org/053fq8t95","country_code":"GB","type":"education","lineage":["https://openalex.org/I39586589"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sean Walton","raw_affiliation_strings":["Swansea University, Swansea, U.K","Swansea University, UK"],"raw_orcid":"https://orcid.org/0000-0002-6451-265X","affiliations":[{"raw_affiliation_string":"Swansea University, Swansea, U.K","institution_ids":["https://openalex.org/I39586589"]},{"raw_affiliation_string":"Swansea University, UK","institution_ids":["https://openalex.org/I39586589"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":27.025,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.99716393,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"31","issue":"10","first_page":"9343","last_page":"9367"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11211","display_name":"3D Surveying and Cultural Heritage","score":0.9861000180244446,"subfield":{"id":"https://openalex.org/subfields/1907","display_name":"Geology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11211","display_name":"3D Surveying and Cultural Heritage","score":0.9861000180244446,"subfield":{"id":"https://openalex.org/subfields/1907","display_name":"Geology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12983","display_name":"Satellite Image Processing and Photogrammetry","score":0.9577000141143799,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"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/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9132000207901001,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental 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":0.6951848864555359},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5536580085754395},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4424278140068054},{"id":"https://openalex.org/keywords/3d-city-models","display_name":"3D city models","score":0.433206707239151},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.406902939081192},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.27695536613464355},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.15321874618530273},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.12290430068969727}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6951848864555359},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5536580085754395},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4424278140068054},{"id":"https://openalex.org/C2778597888","wikidata":"https://www.wikidata.org/wiki/Q172169","display_name":"3D city models","level":3,"score":0.433206707239151},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.406902939081192},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27695536613464355},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.15321874618530273},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.12290430068969727}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tvcg.2025.3540669","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2025.3540669","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"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 Visualization and Computer Graphics","raw_type":"journal-article"},{"id":"pmid:40031857","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40031857","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on visualization and computer graphics","raw_type":null},{"id":"pmh:oai:cronfa.swan.ac.uk:cronfa68829","is_oa":false,"landing_page_url":"https://cronfa.swan.ac.uk/Record/cronfa68829","pdf_url":null,"source":{"id":"https://openalex.org/S4306401613","display_name":"Cronfa (Swansea University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I39586589","host_organization_name":"Swansea University","host_organization_lineage":["https://openalex.org/I39586589"],"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":"Journal article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.8700000047683716,"id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G7216120360","display_name":"EPSRC Centre for Doctoral Training in Enhancing Human Interactions and Collaborations with Data and Intelligence Driven Systems","funder_award_id":"EP/S021892/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":179,"referenced_works":["https://openalex.org/W125693051","https://openalex.org/W1270658374","https://openalex.org/W1966321072","https://openalex.org/W1967139256","https://openalex.org/W1969267690","https://openalex.org/W1972521474","https://openalex.org/W1985238052","https://openalex.org/W1989476314","https://openalex.org/W2003098454","https://openalex.org/W2008706659","https://openalex.org/W2013080173","https://openalex.org/W2021851106","https://openalex.org/W2024908906","https://openalex.org/W2044676654","https://openalex.org/W2049715505","https://openalex.org/W2063053370","https://openalex.org/W2071906076","https://openalex.org/W2085905957","https://openalex.org/W2097366772","https://openalex.org/W2108417695","https://openalex.org/W2110764733","https://openalex.org/W2115579991","https://openalex.org/W2128354257","https://openalex.org/W2128823042","https://openalex.org/W2129404737","https://openalex.org/W2133665775","https://openalex.org/W2157331557","https://openalex.org/W2163446794","https://openalex.org/W2168545424","https://openalex.org/W2178629455","https://openalex.org/W2396274919","https://openalex.org/W2409398010","https://openalex.org/W2471962767","https://openalex.org/W2560722161","https://openalex.org/W2587989515","https://openalex.org/W2594519801","https://openalex.org/W2598706937","https://openalex.org/W2624017836","https://openalex.org/W2735108674","https://openalex.org/W2738551266","https://openalex.org/W2745144057","https://openalex.org/W2776645264","https://openalex.org/W2795252009","https://openalex.org/W2798856139","https://openalex.org/W2807536629","https://openalex.org/W2810181048","https://openalex.org/W2944579304","https://openalex.org/W2962785568","https://openalex.org/W2963221299","https://openalex.org/W2963557767","https://openalex.org/W2963627347","https://openalex.org/W2963760790","https://openalex.org/W2963918968","https://openalex.org/W2963926543","https://openalex.org/W2964153986","https://openalex.org/W2964339842","https://openalex.org/W2967693513","https://openalex.org/W2970670192","https://openalex.org/W2991216808","https://openalex.org/W2996321354","https://openalex.org/W3034355852","https://openalex.org/W3035172746","https://openalex.org/W3035257660","https://openalex.org/W3082671583","https://openalex.org/W3083158743","https://openalex.org/W3089519226","https://openalex.org/W3106026194","https://openalex.org/W3109728105","https://openalex.org/W3119485115","https://openalex.org/W3119816767","https://openalex.org/W3147924083","https://openalex.org/W3168520278","https://openalex.org/W3170260075","https://openalex.org/W3174189204","https://openalex.org/W3174752334","https://openalex.org/W3180569610","https://openalex.org/W3184886331","https://openalex.org/W3188432073","https://openalex.org/W3196466825","https://openalex.org/W3202175690","https://openalex.org/W3202527042","https://openalex.org/W3203257492","https://openalex.org/W3203597819","https://openalex.org/W3204326360","https://openalex.org/W4200015218","https://openalex.org/W4200074884","https://openalex.org/W4200150166","https://openalex.org/W4200411703","https://openalex.org/W4221151978","https://openalex.org/W4229364342","https://openalex.org/W4285088548","https://openalex.org/W4285338711","https://openalex.org/W4286697627","https://openalex.org/W4294290902","https://openalex.org/W4295424992","https://openalex.org/W4298294117","https://openalex.org/W4302275500","https://openalex.org/W4302276547","https://openalex.org/W4310832369","https://openalex.org/W4312280420","https://openalex.org/W4312597904","https://openalex.org/W4312654682","https://openalex.org/W4312698570","https://openalex.org/W4312910764","https://openalex.org/W4312952152","https://openalex.org/W4313017495","https://openalex.org/W4313031684","https://openalex.org/W4313041309","https://openalex.org/W4318340592","https://openalex.org/W4319300261","https://openalex.org/W4328007149","https://openalex.org/W4361005513","https://openalex.org/W4367692212","https://openalex.org/W4367852662","https://openalex.org/W4376652353","https://openalex.org/W4378174409","https://openalex.org/W4379527433","https://openalex.org/W4380881106","https://openalex.org/W4383616467","https://openalex.org/W4385261185","https://openalex.org/W4385275712","https://openalex.org/W4385289063","https://openalex.org/W4385318467","https://openalex.org/W4385420608","https://openalex.org/W4385527621","https://openalex.org/W4385535679","https://openalex.org/W4385786759","https://openalex.org/W4385834285","https://openalex.org/W4386065963","https://openalex.org/W4386066002","https://openalex.org/W4386066608","https://openalex.org/W4386066812","https://openalex.org/W4386071477","https://openalex.org/W4386071699","https://openalex.org/W4386075623","https://openalex.org/W4386075666","https://openalex.org/W4386075986","https://openalex.org/W4386076002","https://openalex.org/W4386076047","https://openalex.org/W4386076168","https://openalex.org/W4386076480","https://openalex.org/W4386076623","https://openalex.org/W4386080645","https://openalex.org/W4386083004","https://openalex.org/W4386614302","https://openalex.org/W4386757017","https://openalex.org/W4387623994","https://openalex.org/W4388019052","https://openalex.org/W4388623114","https://openalex.org/W4388705638","https://openalex.org/W4389157307","https://openalex.org/W4389217076","https://openalex.org/W4389334905","https://openalex.org/W4389339359","https://openalex.org/W4389539284","https://openalex.org/W4389539414","https://openalex.org/W4389539677","https://openalex.org/W4389539682","https://openalex.org/W4390871701","https://openalex.org/W4390871896","https://openalex.org/W4390872043","https://openalex.org/W4390872170","https://openalex.org/W4390872219","https://openalex.org/W4390872491","https://openalex.org/W4390872562","https://openalex.org/W4390872863","https://openalex.org/W4390872898","https://openalex.org/W4390872919","https://openalex.org/W4390873101","https://openalex.org/W4390873309","https://openalex.org/W4390873748","https://openalex.org/W4390874187","https://openalex.org/W4390874240","https://openalex.org/W4390874620","https://openalex.org/W4391341746","https://openalex.org/W4392857259","https://openalex.org/W4399794065","https://openalex.org/W4400228262","https://openalex.org/W4404722506"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2068608913","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W3175352000"],"abstract_inverted_index":{"3D":[0,62,148],"representations":[1],"of":[2,47,61,76,129],"large-scale":[3,153],"and":[4,20,29,39,44,74,118,126],"urban":[5,15],"scenes":[6],"are":[7,26],"crucial":[8],"across":[9],"various":[10,114],"industries,":[11],"including":[12,116],"autonomous":[13],"driving,":[14],"planning,":[16],"natural":[17],"resource":[18],"supervision":[19],"many":[21],"more.":[22],"Large-scale":[23],"industrial":[24,69,92,109],"reconstructions":[25],"inherently":[27],"complex":[28],"multifaceted.":[30],"Many":[31],"existing":[32],"surveys":[33],"primarily":[34],"focus":[35,67],"on":[36,68],"academic":[37],"progressions":[38],"often":[40],"neglect":[41],"the":[42,127],"intricate":[43],"diverse":[45],"needs":[46],"industry.":[48],"This":[49,94],"survey":[50,112],"aims":[51],"to":[52,85,98],"bridge":[53],"this":[54],"gap":[55],"by":[56],"providing":[57],"a":[58,66],"comprehensive":[59],"analysis":[60],"reconstruction":[63,119,149],"methods,":[64],"with":[65],"requirements":[70],"such":[71],"as":[72],"scalability":[73],"integration":[75],"human":[77],"interaction.":[78],"Our":[79],"approach":[80],"involves":[81],"utilizing":[82],"Affinity":[83],"Diagramming":[84],"systematically":[86],"analyze":[87],"qualitative":[88],"data":[89],"gathered":[90],"from":[91,138],"partners.":[93],"methodology":[95],"enables":[96],"us":[97],"gain":[99],"deep":[100],"insights":[101],"into":[102],"how":[103],"recent":[104],"literature":[105],"addresses":[106],"these":[107],"specific":[108],"needs.":[110],"The":[111],"encompasses":[113],"aspects,":[115],"input":[117],"modalities,":[120],"architectural":[121],"models,":[122],"datasets,":[123],"evaluation":[124],"metrics,":[125],"incorporation":[128],"prior":[130],"knowledge.":[131],"We":[132],"further":[133],"discuss":[134],"practical":[135],"implications":[136],"derived":[137],"our":[139],"analysis,":[140],"highlighting":[141],"key":[142],"considerations":[143],"for":[144,152],"future":[145],"advancements":[146],"in":[147],"methods":[150],"tailored":[151],"applications.":[154]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":8}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
