{"id":"https://openalex.org/W4413280703","doi":"https://doi.org/10.1007/s00521-025-11542-6","title":"Nutriconv: multitask learning framework for digital dietary tracking trained on EFSA\u2019s pancake dataset","display_name":"Nutriconv: multitask learning framework for digital dietary tracking trained on EFSA\u2019s pancake dataset","publication_year":2025,"publication_date":"2025-08-18","ids":{"openalex":"https://openalex.org/W4413280703","doi":"https://doi.org/10.1007/s00521-025-11542-6"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-025-11542-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-025-11542-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-025-11542-6.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"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":"Neural Computing and Applications","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/s00521-025-11542-6.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115569458","display_name":"Enol Junquera","orcid":"https://orcid.org/0000-0001-9379-0125"},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Enol Junquera","raw_affiliation_strings":["Department of Informatics, University of Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain"],"raw_orcid":"https://orcid.org/0000-0001-9379-0125","affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035967889","display_name":"Noelia Rico","orcid":"https://orcid.org/0000-0002-6169-4523"},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Noelia Rico","raw_affiliation_strings":["Department of Informatics, University of Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023007721","display_name":"Irene D\u0131\u0301az","orcid":"https://orcid.org/0000-0002-3024-6605"},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Irene D\u00edaz","raw_affiliation_strings":["Department of Informatics, University of Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Sonia Gonz\u00e1lez","orcid":null},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Sonia Gonz\u00e1lez","raw_affiliation_strings":["Department of Functional Biology, University of Oviedo, C. San Francisco, 3, 33003, Oviedo, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Functional Biology, University of Oviedo, C. San Francisco, 3, 33003, Oviedo, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063299946","display_name":"Beatriz Remeseiro","orcid":"https://orcid.org/0000-0001-9265-253X"},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Beatriz Remeseiro","raw_affiliation_strings":["Department of Informatics, University of Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain","institution_ids":["https://openalex.org/I165339363"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5115569458"],"corresponding_institution_ids":["https://openalex.org/I165339363"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":{"value":2990,"currency":"USD","value_usd":2990},"fwci":2.2218,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.88343849,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"37","issue":"29","first_page":"23833","last_page":"23862"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10866","display_name":"Nutritional Studies and Diet","score":0.9904999732971191,"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":0.9904999732971191,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computational-science-and-engineering","display_name":"Computational Science and Engineering","score":0.8071349859237671},{"id":"https://openalex.org/keywords/tracking","display_name":"Tracking (education)","score":0.6564019322395325},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.639306902885437},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5657969117164612},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40030741691589355},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.361283540725708},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.13398706912994385}],"concepts":[{"id":"https://openalex.org/C68597687","wikidata":"https://www.wikidata.org/wiki/Q362601","display_name":"Computational Science and Engineering","level":2,"score":0.8071349859237671},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.6564019322395325},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.639306902885437},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5657969117164612},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40030741691589355},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.361283540725708},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.13398706912994385},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00521-025-11542-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-025-11542-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-025-11542-6.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"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":"Neural Computing and Applications","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s00521-025-11542-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-025-11542-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-025-11542-6.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"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":"Neural Computing and Applications","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1622782223","display_name":null,"funder_award_id":"MCIN/AEI/10","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G2848142777","display_name":null,"funder_award_id":"MCINN-23-PID2022","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G3480869486","display_name":null,"funder_award_id":"13039","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G5080475149","display_name":null,"funder_award_id":"10.13039","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G5100775484","display_name":null,"funder_award_id":"PID2022-140410OB-I00","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7084143925","display_name":null,"funder_award_id":"AEI/10","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7535663061","display_name":null,"funder_award_id":"AEI/10.","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320315318","display_name":"European Food Safety Authority","ror":"https://ror.org/056nc1c48"},{"id":"https://openalex.org/F4320323823","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320335598","display_name":"Agencia Estatal de Investigaci\u00f3n","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413280703.pdf","grobid_xml":"https://content.openalex.org/works/W4413280703.grobid-xml"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W12634471","https://openalex.org/W1888328293","https://openalex.org/W1964856489","https://openalex.org/W1993959534","https://openalex.org/W2115775793","https://openalex.org/W2124351162","https://openalex.org/W2142115986","https://openalex.org/W2561675875","https://openalex.org/W2808487880","https://openalex.org/W2889669663","https://openalex.org/W2921533448","https://openalex.org/W2928467655","https://openalex.org/W2950839819","https://openalex.org/W2978631110","https://openalex.org/W3080950656","https://openalex.org/W3087931390","https://openalex.org/W3130296038","https://openalex.org/W3133822029","https://openalex.org/W3151204078","https://openalex.org/W3170706004","https://openalex.org/W3172801831","https://openalex.org/W3207251446","https://openalex.org/W4200407464","https://openalex.org/W4200564899","https://openalex.org/W4254181784","https://openalex.org/W4296220020","https://openalex.org/W4308198680","https://openalex.org/W4318046821","https://openalex.org/W4319996536","https://openalex.org/W4385730402","https://openalex.org/W4388283708","https://openalex.org/W4389082898","https://openalex.org/W4390874575","https://openalex.org/W4392931361","https://openalex.org/W4402916435","https://openalex.org/W4402916718","https://openalex.org/W4404713242","https://openalex.org/W4405010393","https://openalex.org/W4406138431","https://openalex.org/W4407591872"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W2033914206"],"abstract_inverted_index":{"Abstract":[0],"The":[1],"growing":[2],"prevalence":[3],"of":[4,79,140],"nutrition-related":[5],"health":[6,109],"conditions":[7],"calls":[8],"for":[9,143],"advanced":[10],"tools":[11],"to":[12,30],"support":[13],"reliable":[14],"and":[15,35,58,88,107,146],"efficient":[16],"dietary":[17,116],"monitoring.":[18],"This":[19,135],"paper":[20],"presents":[21],"NutriConv,":[22],"a":[23,62,67,90],"lightweight":[24],"multitask":[25,141],"convolutional":[26],"neural":[27],"network":[28],"designed":[29],"simultaneously":[31],"perform":[32],"food":[33,40],"classification":[34,57,73],"weight":[36],"estimation":[37],"from":[38,49],"single-item":[39],"images.":[41],"Trained":[42],"on":[43,101,127],"the":[44,50,128,132,138],"institutionally":[45],"validated":[46],"PANCAKE":[47],"dataset":[48],"European":[51],"Food":[52],"Safety":[53],"Authority,":[54],"NutriConv":[55,83],"combines":[56],"regression":[59,86],"objectives":[60],"within":[61],"unified":[63],"architecture,":[64],"optimized":[65],"via":[66],"hybrid":[68],"loss":[69],"function.":[70],"While":[71],"its":[72,112,122],"accuracy":[74],"remains":[75],"lower":[76],"than":[77],"that":[78],"specialized":[80],"single-task":[81],"models,":[82],"achieves":[84],"competitive":[85],"performance":[87],"offers":[89],"practical":[91],"balance":[92],"between":[93],"both":[94],"tasks.":[95],"Its":[96],"compact":[97],"design":[98],"enables":[99],"deployment":[100],"resource-constrained":[102],"platforms":[103],"such":[104],"as":[105],"smartglasses":[106],"mobile":[108],"devices,":[110],"expanding":[111],"usability":[113],"in":[114],"real-world":[115],"tracking":[117],"scenarios.":[118],"Extensive":[119],"experiments":[120],"confirm":[121],"robustness,":[123],"including":[124],"external":[125],"validation":[126],"Nutrition5K":[129],"dataset,":[130],"underscoring":[131],"model\u2019s":[133],"generalizability.":[134],"work":[136],"highlights":[137],"potential":[139],"learning":[142],"integrated,":[144],"scalable,":[145],"accessible":[147],"AI-based":[148],"nutrition":[149],"assessment.":[150]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
