{"id":"https://openalex.org/W4400461228","doi":"https://doi.org/10.1007/s00371-024-03560-7","title":"Autocleandeepfood: auto-cleaning and data balancing transfer learning for regional gastronomy food computing","display_name":"Autocleandeepfood: auto-cleaning and data balancing transfer learning for regional gastronomy food computing","publication_year":2024,"publication_date":"2024-07-09","ids":{"openalex":"https://openalex.org/W4400461228","doi":"https://doi.org/10.1007/s00371-024-03560-7"},"language":"en","primary_location":{"id":"doi:10.1007/s00371-024-03560-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-024-03560-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03560-7.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Visual Computer","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03560-7.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040246578","display_name":"Nauman Ullah Gilal","orcid":"https://orcid.org/0000-0002-8197-4696"},"institutions":[{"id":"https://openalex.org/I4210144839","display_name":"Hamad bin Khalifa University","ror":"https://ror.org/03eyq4y97","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210144839"]},{"id":"https://openalex.org/I92528248","display_name":"Qatar Foundation","ror":"https://ror.org/01cawbq05","country_code":"QA","type":"funder","lineage":["https://openalex.org/I92528248"]}],"countries":["QA"],"is_corresponding":true,"raw_author_name":"Nauman Ullah Gilal","raw_affiliation_strings":["Division of Information and Computing Technology, College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Information and Computing Technology, College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar","institution_ids":["https://openalex.org/I4210144839","https://openalex.org/I92528248"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010196813","display_name":"Marwa Qaraqe","orcid":"https://orcid.org/0000-0003-0767-2478"},"institutions":[{"id":"https://openalex.org/I4210144839","display_name":"Hamad bin Khalifa University","ror":"https://ror.org/03eyq4y97","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210144839"]},{"id":"https://openalex.org/I92528248","display_name":"Qatar Foundation","ror":"https://ror.org/01cawbq05","country_code":"QA","type":"funder","lineage":["https://openalex.org/I92528248"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Marwa Qaraqe","raw_affiliation_strings":["Division of Information and Computing Technology, College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Information and Computing Technology, College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar","institution_ids":["https://openalex.org/I4210144839","https://openalex.org/I92528248"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030066648","display_name":"Jens Schneider","orcid":"https://orcid.org/0000-0002-0546-2816"},"institutions":[{"id":"https://openalex.org/I4210144839","display_name":"Hamad bin Khalifa University","ror":"https://ror.org/03eyq4y97","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210144839"]},{"id":"https://openalex.org/I92528248","display_name":"Qatar Foundation","ror":"https://ror.org/01cawbq05","country_code":"QA","type":"funder","lineage":["https://openalex.org/I92528248"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Jens Schneider","raw_affiliation_strings":["Division of Information and Computing Technology, College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Information and Computing Technology, College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar","institution_ids":["https://openalex.org/I4210144839","https://openalex.org/I92528248"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013856888","display_name":"Marco Agus","orcid":"https://orcid.org/0000-0003-2752-3525"},"institutions":[{"id":"https://openalex.org/I4210144839","display_name":"Hamad bin Khalifa University","ror":"https://ror.org/03eyq4y97","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210144839"]},{"id":"https://openalex.org/I92528248","display_name":"Qatar Foundation","ror":"https://ror.org/01cawbq05","country_code":"QA","type":"funder","lineage":["https://openalex.org/I92528248"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Marco Agus","raw_affiliation_strings":["Division of Information and Computing Technology, College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Information and Computing Technology, College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar","institution_ids":["https://openalex.org/I4210144839","https://openalex.org/I92528248"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5040246578"],"corresponding_institution_ids":["https://openalex.org/I4210144839","https://openalex.org/I92528248"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":0.9961,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.77380736,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"41","issue":"4","first_page":"2691","last_page":"2708"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10866","display_name":"Nutritional Studies and Diet","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10866","display_name":"Nutritional Studies and Diet","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9556999802589417,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T12486","display_name":"Food Supply Chain Traceability","score":0.9469000101089478,"subfield":{"id":"https://openalex.org/subfields/1106","display_name":"Food Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7218127250671387},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.564184308052063},{"id":"https://openalex.org/keywords/gastronomy","display_name":"Gastronomy","score":0.5512762665748596},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5411675572395325},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5324066281318665},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.5165623426437378},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4969928562641144},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.46481141448020935},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.43051135540008545},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.42504534125328064},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3374583125114441},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.1125912070274353}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7218127250671387},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.564184308052063},{"id":"https://openalex.org/C38693133","wikidata":"https://www.wikidata.org/wiki/Q171141","display_name":"Gastronomy","level":3,"score":0.5512762665748596},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5411675572395325},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5324066281318665},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5165623426437378},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4969928562641144},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.46481141448020935},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.43051135540008545},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.42504534125328064},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3374583125114441},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.1125912070274353},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C18918823","wikidata":"https://www.wikidata.org/wiki/Q49389","display_name":"Tourism","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s00371-024-03560-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-024-03560-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03560-7.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Visual Computer","raw_type":"journal-article"},{"id":"pmh:oai:figshare.com:article/29899604","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":null,"raw_type":"Journal contribution"}],"best_oa_location":{"id":"doi:10.1007/s00371-024-03560-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-024-03560-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03560-7.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Visual Computer","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Responsible consumption and production","id":"https://metadata.un.org/sdg/12","score":0.4699999988079071}],"awards":[],"funders":[{"id":"https://openalex.org/F4320319188","display_name":"Hamad Bin Khalifa University","ror":"https://ror.org/03eyq4y97"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4400461228.pdf"},"referenced_works_count":60,"referenced_works":["https://openalex.org/W12634471","https://openalex.org/W339171211","https://openalex.org/W1243714721","https://openalex.org/W2076153591","https://openalex.org/W2087006489","https://openalex.org/W2116702209","https://openalex.org/W2124219775","https://openalex.org/W2325052595","https://openalex.org/W2526198870","https://openalex.org/W2612634114","https://openalex.org/W2752081822","https://openalex.org/W2772371429","https://openalex.org/W2791945020","https://openalex.org/W2896206046","https://openalex.org/W2919115771","https://openalex.org/W2956356670","https://openalex.org/W2963217233","https://openalex.org/W2963613787","https://openalex.org/W2966985350","https://openalex.org/W2980340092","https://openalex.org/W2996474396","https://openalex.org/W3005687069","https://openalex.org/W3005797892","https://openalex.org/W3008111676","https://openalex.org/W3023316463","https://openalex.org/W3032415421","https://openalex.org/W3042609801","https://openalex.org/W3046206337","https://openalex.org/W3080559419","https://openalex.org/W3093234244","https://openalex.org/W3093246726","https://openalex.org/W3106698386","https://openalex.org/W3113224898","https://openalex.org/W3113308642","https://openalex.org/W3114480516","https://openalex.org/W3115266926","https://openalex.org/W3118096520","https://openalex.org/W3119537051","https://openalex.org/W3130265010","https://openalex.org/W3130296038","https://openalex.org/W3134157024","https://openalex.org/W3135185741","https://openalex.org/W3173874704","https://openalex.org/W3176451698","https://openalex.org/W3196601320","https://openalex.org/W3197028871","https://openalex.org/W3203553276","https://openalex.org/W3205553363","https://openalex.org/W3208167026","https://openalex.org/W3216262817","https://openalex.org/W3217076946","https://openalex.org/W4210720663","https://openalex.org/W4214585162","https://openalex.org/W4248946668","https://openalex.org/W4379365349","https://openalex.org/W6601065604","https://openalex.org/W6604305791","https://openalex.org/W6611349063","https://openalex.org/W6628757245","https://openalex.org/W6812640188"],"related_works":["https://openalex.org/W4206357785","https://openalex.org/W4281381188","https://openalex.org/W3192840557","https://openalex.org/W2951211570","https://openalex.org/W4375928479","https://openalex.org/W3167935049","https://openalex.org/W3023427754","https://openalex.org/W3131673289","https://openalex.org/W4393011546","https://openalex.org/W3198847674"],"abstract_inverted_index":{"Abstract":[0],"Food":[1],"computing":[2,32,167],"has":[3,34,102,115],"emerged":[4],"as":[5],"a":[6,36,55,103,116,163,178,194,208,220,240],"promising":[7],"research":[8],"field,":[9],"employing":[10],"artificial":[11],"intelligence,":[12],"deep":[13],"learning,":[14],"and":[15,41,64,80,95,121,218,249,255,284,296,302],"data":[16,39,74,89,109,136,148,185,215,245],"science":[17],"methodologies":[18],"to":[19,46,62,135,145,189,199,213],"enhance":[20],"various":[21,43],"stages":[22],"of":[23,38,107,119,236,262,269],"food":[24,31,52,108,131,151,166],"production":[25],"pipelines.":[26],"To":[27,155],"this":[28,113,157],"end,":[29],"the":[30,100,127,174,224,234,259,270,274],"community":[33],"compiled":[35],"variety":[37],"sets":[40,149,186],"developed":[42],"deep-learning":[44],"architectures":[45],"perform":[47],"automatic":[48],"classification.":[49],"However,":[50],"automated":[51,180],"classification":[53],"presents":[54],"significant":[56,92],"challenge,":[57],"particularly":[58],"when":[59],"it":[60,143],"comes":[61],"local":[63],"regional":[65,170,191],"cuisines,":[66],"which":[67],"are":[68],"often":[69],"underrepresented":[70],"in":[71,288],"available":[72],"public-domain":[73],"sets.":[75],"Nevertheless,":[76],"obtaining":[77],"high-quality,":[78],"well-labeled,":[79],"well-balanced":[81],"real-world":[82,241],"labeled":[83,123],"images":[84],"is":[85,96,282],"challenging":[86,144],"since":[87],"manual":[88],"curation":[90],"requires":[91],"human":[93],"effort":[94],"time-consuming.":[97],"In":[98,125],"contrast,":[99],"web":[101,153],"potentially":[104],"unlimited":[105],"source":[106],"but":[110],"tapping":[111],"into":[112],"resource":[114],"good":[117],"chance":[118],"corrupted":[120],"wrongly":[122],"images.":[124],"addition,":[126],"uneven":[128],"distribution":[129],"among":[130],"categories":[132],"may":[133],"lead":[134],"imbalance":[137,216],"problems.":[138],"All":[139],"these":[140],"issues":[141],"make":[142],"create":[146],"clean":[147],"for":[150,169,183,222,229],"from":[152],"data.":[154],"address":[156],"issue,":[158],"we":[159],"present":[160],"AutoCleanDeepFood":[161],",":[162],"novel":[164,251],"end-to-end":[165],"framework":[168,238],"gastronomy":[171],"that":[172],"contains":[173],"following":[175],"components:":[176],"(i)":[177],"fully":[179],"pre-processing":[181],"pipeline":[182],"custom":[184],"creation":[187],"related":[188],"specific":[190],"gastronomy,":[192],"(ii)":[193],"transfer":[195],"learning-based":[196],"training":[197],"paradigm":[198],"filter":[200],"out":[201],"noisy":[202,242],"labels":[203],"through":[204,266],"loss":[205],"ranking,":[206],"incorporating":[207],"Russian":[209],"Roulette":[210],"probabilistic":[211],"approach":[212],"mitigate":[214],"problems,":[217],"(iii)":[219],"method":[221,265],"deploying":[223],"resulting":[225],"model":[226],"on":[227,239,298],"smartphones":[228],"real-time":[230],"inferences.":[231],"We":[232,257],"assess":[233],"performance":[235,292],"our":[237,263],"public":[243],"domain":[244],"set,":[246],"ETH":[247,300],"Food-101,":[248,301],"two":[250],"web-collected":[252],"datasets,":[253],"MENA-150":[254],"Pizza-Styles.":[256],"demonstrate":[258],"filtering":[260,280],"capabilities":[261],"proposed":[264],"embedding":[267],"visualization":[268],"feature":[271],"space":[272],"using":[273],"t-SNE":[275],"dimension":[276],"reduction":[277],"scheme.":[278],"Our":[279],"scheme":[281],"efficient":[283],"effectively":[285],"improves":[286],"accuracy":[287],"all":[289],"cases,":[290],"boosting":[291],"by":[293],"0.96,":[294],"0.71,":[295],"1.29%":[297],"MENA-150,":[299],"Pizza-Styles,":[303],"respectively.":[304]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}