{"id":"https://openalex.org/W3193979817","doi":"https://doi.org/10.1007/s11042-021-11329-6","title":"Smartphone-based food recognition system using multiple deep CNN models","display_name":"Smartphone-based food recognition system using multiple deep CNN models","publication_year":2021,"publication_date":"2021-08-12","ids":{"openalex":"https://openalex.org/W3193979817","doi":"https://doi.org/10.1007/s11042-021-11329-6","mag":"3193979817"},"language":"en","primary_location":{"id":"doi:10.1007/s11042-021-11329-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-021-11329-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11042-021-11329-6.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"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":"Multimedia Tools and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11042-021-11329-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059676061","display_name":"Abdulnaser Fakhrou","orcid":"https://orcid.org/0000-0003-4376-2665"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Abdulnaser Fakhrou","raw_affiliation_strings":["Department of Psychological Sciences, College of Education, Qatar University, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychological Sciences, College of Education, Qatar University, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024572984","display_name":"Jayakanth Kunhoth","orcid":"https://orcid.org/0000-0002-8972-0893"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":true,"raw_author_name":"Jayakanth Kunhoth","raw_affiliation_strings":["Department of Computer Science and Engineering, Qatar University, Doha, Qatar"],"raw_orcid":"https://orcid.org/0000-0002-8972-0893","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Qatar University, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"last","author":{"id":null,"display_name":"Somaya Al Maadeed","orcid":null},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Somaya Al Maadeed","raw_affiliation_strings":["Department of Computer Science and Engineering, Qatar University, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Qatar University, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5024572984"],"corresponding_institution_ids":["https://openalex.org/I60342839"],"apc_list":null,"apc_paid":{"value":2341,"currency":"EUR","value_usd":2524},"fwci":4.2449,"has_fulltext":true,"cited_by_count":68,"citation_normalized_percentile":{"value":0.95105563,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"80","issue":"21-23","first_page":"33011","last_page":"33032"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9937000274658203,"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"}},"topics":[{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9937000274658203,"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/T10616","display_name":"Smart Agriculture and AI","score":0.9904000163078308,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant 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"}},{"id":"https://openalex.org/T14319","display_name":"Currency Recognition and Detection","score":0.9797999858856201,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.860702633857727},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7806327939033508},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7453136444091797},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7241935729980469},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5146323442459106},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4550146162509918},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4541979134082794},{"id":"https://openalex.org/keywords/cognitive-neuroscience-of-visual-object-recognition","display_name":"Cognitive neuroscience of visual object recognition","score":0.44708141684532166},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.2315068244934082}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.860702633857727},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7806327939033508},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7453136444091797},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7241935729980469},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5146323442459106},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4550146162509918},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4541979134082794},{"id":"https://openalex.org/C64876066","wikidata":"https://www.wikidata.org/wiki/Q5141226","display_name":"Cognitive neuroscience of visual object recognition","level":3,"score":0.44708141684532166},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.2315068244934082}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s11042-021-11329-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-021-11329-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11042-021-11329-6.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"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":"Multimedia Tools and Applications","raw_type":"journal-article"},{"id":"pmh:oai:figshare.com:article/21597414","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Smartphone-based_food_recognition_system_using_multiple_deep_CNN_models/21597414","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":"","raw_type":"Text"},{"id":"pmh:oai:qspace.qu.edu.qa:10576/31087","is_oa":false,"landing_page_url":"http://hdl.handle.net/10576/31087","pdf_url":null,"source":{"id":"https://openalex.org/S4306400014","display_name":"Qatar University QSpace (Qatar University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60342839","host_organization_name":"Qatar University","host_organization_lineage":["https://openalex.org/I60342839"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"doi:10.57945/manara.21597414.v1","is_oa":true,"landing_page_url":"https://doi.org/10.57945/manara.21597414.v1","pdf_url":null,"source":{"id":"https://openalex.org/S7407052475","display_name":"Qatar National Library","issn_l":null,"issn":[],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.1007/s11042-021-11329-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-021-11329-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11042-021-11329-6.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"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":"Multimedia Tools and Applications","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.4300000071525574}],"awards":[{"id":"https://openalex.org/G4052879755","display_name":null,"funder_award_id":"QUCG-CED-20/21-2","funder_id":"https://openalex.org/F4320322472","funder_display_name":"Qatar University"}],"funders":[{"id":"https://openalex.org/F4320322472","display_name":"Qatar University","ror":"https://ror.org/00yhnba62"},{"id":"https://openalex.org/F4320334468","display_name":"Qatar National Library","ror":"https://ror.org/02jv93662"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3193979817.pdf","grobid_xml":"https://content.openalex.org/works/W3193979817.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W12634471","https://openalex.org/W1583837637","https://openalex.org/W1963726930","https://openalex.org/W1964856489","https://openalex.org/W1985138727","https://openalex.org/W2051064163","https://openalex.org/W2054939515","https://openalex.org/W2080863493","https://openalex.org/W2091013587","https://openalex.org/W2095673535","https://openalex.org/W2097117768","https://openalex.org/W2108598243","https://openalex.org/W2109214277","https://openalex.org/W2163969215","https://openalex.org/W2206370378","https://openalex.org/W2250135734","https://openalex.org/W2293499654","https://openalex.org/W2466671568","https://openalex.org/W2583892095","https://openalex.org/W2585425668","https://openalex.org/W2611682259","https://openalex.org/W2756716612","https://openalex.org/W2890546400","https://openalex.org/W2891164559","https://openalex.org/W2900443499","https://openalex.org/W2921533448","https://openalex.org/W2946948417","https://openalex.org/W2962835968","https://openalex.org/W2963323244","https://openalex.org/W2963446712","https://openalex.org/W2974040139","https://openalex.org/W2990492622","https://openalex.org/W3021798166","https://openalex.org/W3025781417","https://openalex.org/W3105026157"],"related_works":["https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3183901164","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W4206357785","https://openalex.org/W3192840557","https://openalex.org/W4281381188","https://openalex.org/W2951211570","https://openalex.org/W3167935049"],"abstract_inverted_index":{"Abstract":[0],"People":[1],"with":[2,64],"blindness":[3],"or":[4],"low":[5],"vision":[6],"utilize":[7],"mobile":[8],"assistive":[9],"tools":[10],"for":[11,53,62,76,96,158,212],"various":[12],"applications":[13,25],"such":[14],"as":[15,58,60],"object":[16],"recognition,":[17,19],"text":[18],"etc.":[20],"Most":[21],"of":[22,39,102,137,140,150,153,173,183],"the":[23,37,55,78,82,100,114,148,162,187,195],"available":[24,205],"are":[26],"focused":[27],"on":[28,126],"recognizing":[29,54,77],"generic":[30],"objects.":[31],"And":[32],"they":[33],"have":[34],"not":[35],"addressed":[36],"recognition":[38,98,122,130,134,160,181,214],"food":[40,56,79,97,121,129,133,141,159,180,189,206,213],"dishes":[41,57,142],"and":[42,143,177],"fruit":[43],"varieties.":[44],"In":[45,191],"this":[46],"paper,":[47],"we":[48,86,146],"propose":[49],"a":[50,71,88,127,179],"smartphone-based":[51],"system":[52],"well":[59],"fruits":[61],"children":[63],"visual":[65],"impairments.":[66],"The":[67,106,118,166],"Smartphone":[68],"application":[69],"utilizes":[70],"trained":[72,125],"deep":[73,90,108,119,155,197],"CNN":[74,104,109,120,156,175,198],"model":[75,95,110,123,168,199],"item":[80],"from":[81],"real-time":[83],"images.":[84],"Furthermore,":[85],"develop":[87],"new":[89,107],"convolutional":[91],"neural":[92],"network":[93],"(CNN)":[94],"using":[99,113,161],"fusion":[101],"two":[103,203],"architectures.":[105],"is":[111,124,200],"developed":[112],"ensemble":[115,167],"learning":[116,164],"approach.":[117,165],"customized":[128,132,188],"dataset.The":[131],"dataset":[135],"consists":[136],"29":[138],"varieties":[139],"fruits.":[144],"Moreover,":[145],"analyze":[147],"performance":[149],"multiple":[151],"state":[152,172],"art":[154,174],"models":[157,176],"transfer":[163],"performed":[169],"better":[170],"than":[171],"achieved":[178],"accuracy":[182],"95.55":[184],"%":[185],"in":[186,202],"dataset.":[190],"addition":[192],"to":[193,208],"that,":[194],"proposed":[196],"evaluated":[201],"publicly":[204],"datasets":[207],"display":[209],"its":[210],"efficacy":[211],"tasks.":[215]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":26},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":12}],"updated_date":"2026-06-08T08:47:23.578185","created_date":"2025-10-10T00:00:00"}
