{"id":"https://openalex.org/W4381609726","doi":"https://doi.org/10.1109/access.2023.3274475","title":"A Study on Food Value Estimation From Images: Taxonomies, Datasets, and Techniques","display_name":"A Study on Food Value Estimation From Images: Taxonomies, Datasets, and Techniques","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4381609726","doi":"https://doi.org/10.1109/access.2023.3274475"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3274475","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3274475","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10121452.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10121452.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056001835","display_name":"Jamalia Sultana","orcid":"https://orcid.org/0000-0001-5446-5469"},"institutions":[{"id":"https://openalex.org/I183697816","display_name":"Bangladesh University of Engineering and Technology","ror":"https://ror.org/05a1qpv97","country_code":"BD","type":"education","lineage":["https://openalex.org/I183697816"]}],"countries":["BD"],"is_corresponding":true,"raw_author_name":"Jamalia Sultana","raw_affiliation_strings":["Department of Computer Science and Engineering, Bangladesh University of Engineering and Technology, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0000-0001-5446-5469","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Bangladesh University of Engineering and Technology, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I183697816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058357754","display_name":"B. Ahmed","orcid":"https://orcid.org/0000-0001-9973-6621"},"institutions":[{"id":"https://openalex.org/I183697816","display_name":"Bangladesh University of Engineering and Technology","ror":"https://ror.org/05a1qpv97","country_code":"BD","type":"education","lineage":["https://openalex.org/I183697816"]},{"id":"https://openalex.org/I63169043","display_name":"United International University","ror":"https://ror.org/01tqv1p28","country_code":"BD","type":"education","lineage":["https://openalex.org/I63169043"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Benzir Md. Ahmed","raw_affiliation_strings":["Department of Computer Science and Engineering, Bangladesh University of Engineering and Technology, Dhaka, Bangladesh","Department of Computer Science and Engineering, United International University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0000-0001-9973-6621","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Bangladesh University of Engineering and Technology, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I183697816"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, United International University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I63169043"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029798067","display_name":"Mohammad Mehedy Masud","orcid":"https://orcid.org/0000-0002-5274-5982"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohammad Mehedy Masud","raw_affiliation_strings":["College of IT, United Arab Emirates University, Al Ain, United Arab Emirates"],"raw_orcid":"https://orcid.org/0000-0002-5274-5982","affiliations":[{"raw_affiliation_string":"College of IT, United Arab Emirates University, Al Ain, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101964907","display_name":"A. K. Obidul Huq","orcid":"https://orcid.org/0000-0002-1679-6520"},"institutions":[{"id":"https://openalex.org/I41173762","display_name":"Mawlana Bhashani Science and Technology University","ror":"https://ror.org/00gvj4587","country_code":"BD","type":"education","lineage":["https://openalex.org/I41173762"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"A. K. Obidul Huq","raw_affiliation_strings":["Department of Food Technology and Nutritional Science, Mawlana Bhashani Science and Technology University, Tangail, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Food Technology and Nutritional Science, Mawlana Bhashani Science and Technology University, Tangail, Bangladesh","institution_ids":["https://openalex.org/I41173762"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000819439","display_name":"Mohammed Eunus Ali","orcid":"https://orcid.org/0000-0002-0384-7616"},"institutions":[{"id":"https://openalex.org/I183697816","display_name":"Bangladesh University of Engineering and Technology","ror":"https://ror.org/05a1qpv97","country_code":"BD","type":"education","lineage":["https://openalex.org/I183697816"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Mohammed Eunus Ali","raw_affiliation_strings":["Department of Computer Science and Engineering, Bangladesh University of Engineering and Technology, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0000-0002-0384-7616","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Bangladesh University of Engineering and Technology, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I183697816"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028239863","display_name":"Mahmuda Naznin","orcid":"https://orcid.org/0000-0001-8753-4619"},"institutions":[{"id":"https://openalex.org/I183697816","display_name":"Bangladesh University of Engineering and Technology","ror":"https://ror.org/05a1qpv97","country_code":"BD","type":"education","lineage":["https://openalex.org/I183697816"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Mahmuda Naznin","raw_affiliation_strings":["Department of Computer Science and Engineering, Bangladesh University of Engineering and Technology, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Bangladesh University of Engineering and Technology, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I183697816"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5056001835"],"corresponding_institution_ids":["https://openalex.org/I183697816"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":5.2512,"has_fulltext":true,"cited_by_count":19,"citation_normalized_percentile":{"value":0.95928872,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"11","issue":null,"first_page":"45910","last_page":"45935"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10866","display_name":"Nutritional Studies and Diet","score":0.995199978351593,"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":0.995199978351593,"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":0.9689000248908997,"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":0.9592000246047974,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7353041172027588},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.7113584280014038},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.5765247344970703},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5710110068321228},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5308060646057129},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5042814016342163},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.4286540150642395},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.37893545627593994},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3574073910713196}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7353041172027588},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.7113584280014038},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.5765247344970703},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5710110068321228},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5308060646057129},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5042814016342163},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.4286540150642395},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37893545627593994},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3574073910713196},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2023.3274475","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3274475","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10121452.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c22f057ca5ea47708e51c62a3a1cfe15","is_oa":true,"landing_page_url":"https://doaj.org/article/c22f057ca5ea47708e51c62a3a1cfe15","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 11, Pp 45910-45935 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3274475","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3274475","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10121452.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.7699999809265137}],"awards":[{"id":"https://openalex.org/G5541723823","display_name":null,"funder_award_id":"UIU/IAR/01/2021/SE/11","funder_id":"https://openalex.org/F4320319006","funder_display_name":"United International University"}],"funders":[{"id":"https://openalex.org/F4320319006","display_name":"United International University","ror":"https://ror.org/01tqv1p28"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4381609726.pdf","grobid_xml":"https://content.openalex.org/works/W4381609726.grobid-xml"},"referenced_works_count":143,"referenced_works":["https://openalex.org/W12634471","https://openalex.org/W339171211","https://openalex.org/W1030521295","https://openalex.org/W1243714721","https://openalex.org/W1496513042","https://openalex.org/W1660390307","https://openalex.org/W1772173773","https://openalex.org/W1816230274","https://openalex.org/W1963726930","https://openalex.org/W1964856489","https://openalex.org/W1977013943","https://openalex.org/W1979008561","https://openalex.org/W1979931042","https://openalex.org/W1981969984","https://openalex.org/W1989050358","https://openalex.org/W2000105909","https://openalex.org/W2006875695","https://openalex.org/W2021543368","https://openalex.org/W2023253968","https://openalex.org/W2026845913","https://openalex.org/W2028888808","https://openalex.org/W2039374976","https://openalex.org/W2043942984","https://openalex.org/W2044465660","https://openalex.org/W2049552648","https://openalex.org/W2054939515","https://openalex.org/W2055527244","https://openalex.org/W2057352599","https://openalex.org/W2058348111","https://openalex.org/W2068591509","https://openalex.org/W2083006083","https://openalex.org/W2087082746","https://openalex.org/W2091013587","https://openalex.org/W2104019579","https://openalex.org/W2105997696","https://openalex.org/W2108598243","https://openalex.org/W2109214277","https://openalex.org/W2111294722","https://openalex.org/W2111298664","https://openalex.org/W2117711626","https://openalex.org/W2118153703","https://openalex.org/W2121098516","https://openalex.org/W2121614956","https://openalex.org/W2124386111","https://openalex.org/W2135431554","https://openalex.org/W2149445327","https://openalex.org/W2153577027","https://openalex.org/W2161969291","https://openalex.org/W2163352848","https://openalex.org/W2163749741","https://openalex.org/W2163969215","https://openalex.org/W2168154353","https://openalex.org/W2194011657","https://openalex.org/W2206370378","https://openalex.org/W2208802265","https://openalex.org/W2256138263","https://openalex.org/W2293499654","https://openalex.org/W2296448531","https://openalex.org/W2297170704","https://openalex.org/W2310271424","https://openalex.org/W2354628843","https://openalex.org/W2414162830","https://openalex.org/W2466671568","https://openalex.org/W2481356228","https://openalex.org/W2526198870","https://openalex.org/W2530422462","https://openalex.org/W2530542266","https://openalex.org/W2531603677","https://openalex.org/W2531634031","https://openalex.org/W2560804113","https://openalex.org/W2563053307","https://openalex.org/W2583892095","https://openalex.org/W2585425668","https://openalex.org/W2613010453","https://openalex.org/W2643943583","https://openalex.org/W2714342494","https://openalex.org/W2726971752","https://openalex.org/W2741230247","https://openalex.org/W2756716612","https://openalex.org/W2777712566","https://openalex.org/W2778392031","https://openalex.org/W2780418809","https://openalex.org/W2892840297","https://openalex.org/W2894676449","https://openalex.org/W2906920259","https://openalex.org/W2914390167","https://openalex.org/W2915002052","https://openalex.org/W2921533448","https://openalex.org/W2921818763","https://openalex.org/W2926225070","https://openalex.org/W2955425717","https://openalex.org/W2962691457","https://openalex.org/W2962766617","https://openalex.org/W2963323244","https://openalex.org/W2963556277","https://openalex.org/W2963912358","https://openalex.org/W2965432575","https://openalex.org/W2966316879","https://openalex.org/W2972610293","https://openalex.org/W2981631843","https://openalex.org/W2990492622","https://openalex.org/W3005797892","https://openalex.org/W3012321054","https://openalex.org/W3015893256","https://openalex.org/W3021798166","https://openalex.org/W3045651684","https://openalex.org/W3083963880","https://openalex.org/W3093234244","https://openalex.org/W3105026157","https://openalex.org/W3106698386","https://openalex.org/W3161668034","https://openalex.org/W3162930900","https://openalex.org/W3183781492","https://openalex.org/W3193979817","https://openalex.org/W3197028871","https://openalex.org/W3205612861","https://openalex.org/W3213162784","https://openalex.org/W4220750747","https://openalex.org/W4224937249","https://openalex.org/W4225579890","https://openalex.org/W4225827208","https://openalex.org/W4225933707","https://openalex.org/W4248635988","https://openalex.org/W4248946668","https://openalex.org/W4280620349","https://openalex.org/W4281556602","https://openalex.org/W4283390451","https://openalex.org/W4284958251","https://openalex.org/W4294672487","https://openalex.org/W4296220020","https://openalex.org/W4312205528","https://openalex.org/W4312959094","https://openalex.org/W4313007875","https://openalex.org/W4319996536","https://openalex.org/W6611465461","https://openalex.org/W6626776739","https://openalex.org/W6661205458","https://openalex.org/W6664275923","https://openalex.org/W6682343485","https://openalex.org/W6697395949","https://openalex.org/W6738246399","https://openalex.org/W6762718338","https://openalex.org/W6776765601"],"related_works":["https://openalex.org/W2165912799","https://openalex.org/W2735662278","https://openalex.org/W2382615723","https://openalex.org/W4311804456","https://openalex.org/W1987484445","https://openalex.org/W2623658258","https://openalex.org/W1969219540","https://openalex.org/W2143413548","https://openalex.org/W2370459448","https://openalex.org/W4380075502"],"abstract_inverted_index":{"Monitoring":[0],"nutritional":[1,73,99],"values":[2,74],"in":[3,9,32,109,131],"food":[4,47,58,64,76,102,125,129,149,182,197],"can":[5,19,208],"help":[6],"an":[7],"individual":[8],"planning":[10],"a":[11,80],"healthy":[12],"diet.":[13],"In":[14,168],"addition,":[15],"regular":[16],"dietary":[17],"assessment":[18],"improve":[20],"and":[21,25,88,92,140,175,200,212,219],"maintain":[22],"the":[23,107,113,124,142,172,191,202],"physical":[24],"mental":[26],"health":[27,217],"of":[28,62,72,98,144,177],"individuals.":[29],"Recent":[30],"advancement":[31],"computer":[33,215],"vision":[34],"using":[35,151],"Deep":[36,178],"Learning":[37],"has":[38],"enabled":[39],"researchers":[40,211],"to":[41,55,111,122],"develop":[42],"various":[43,63,145],"techniques":[44,176],"for":[45,66,95,147,181],"automatic":[46,70],"nutrition":[48],"estimation":[49,71,97,127,184,198],"frameworks.":[50],"Researchers":[51],"have":[52,135,189],"also":[53],"contributed":[54],"prepare":[56],"large":[57],"image":[59],"datasets":[60,93],"consisting":[61],"classes":[65],"this":[67],"purpose.":[68],"However,":[69],"from":[75,101,128,185],"images":[77,130],"still":[78],"remains":[79],"challenging":[81],"task.":[82],"This":[83,206],"review":[84,207],"paper":[85],"critically":[86,136],"analyzes":[87],"summarizes":[89],"existing":[90,114,138],"methodologies":[91],"used":[94],"automated":[96,196],"value":[100,126,150,183],"images.":[103,186],"We":[104,134],"first":[105],"define":[106],"taxonomies":[108],"order":[110],"categorize":[112],"research":[115],"works.":[116],"Then,":[117],"we":[118,170,188],"study":[119],"different":[120],"methods":[121,139],"detect":[123],"those":[132],"categories.":[133],"analyzed":[137],"compared":[141],"performance":[143,153],"approaches":[146,180],"estimating":[148],"conventional":[152],"metrics":[154],"such":[155],"as":[156],"Accuracy,":[157],"Error":[158],"Rate,":[159],"Intersection":[160],"over":[161],"Union":[162],"(IoU),":[163],"Sensitivity,":[164],"Specificity,":[165],"Precision,":[166],"etc.":[167],"particular,":[169],"emphasize":[171],"current":[173],"trends":[174],"Learning-based":[179],"Moreover,":[187],"identified":[190],"ongoing":[192],"challenges":[193],"associated":[194],"with":[195],"systems":[199],"outlined":[201],"potential":[203],"future":[204],"directions.":[205],"immensely":[209],"benefit":[210],"practitioners,":[213,218],"including":[214],"scientists,":[216],"nutritionists.":[220]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-28T09:10:13.091523","created_date":"2025-10-10T00:00:00"}