{"id":"https://openalex.org/W4405936252","doi":"https://doi.org/10.1109/iccais63750.2024.10814435","title":"Class-Incremental Learning for Enhanced Food Recognition","display_name":"Class-Incremental Learning for Enhanced Food Recognition","publication_year":2024,"publication_date":"2024-11-26","ids":{"openalex":"https://openalex.org/W4405936252","doi":"https://doi.org/10.1109/iccais63750.2024.10814435"},"language":"en","primary_location":{"id":"doi:10.1109/iccais63750.2024.10814435","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccais63750.2024.10814435","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 13th International Conference on Control, Automation and Information Sciences (ICCAIS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Yen Thi Hong Tran","orcid":null},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Yen Thi Hong Tran","raw_affiliation_strings":["University of Information Technology, Vietnam National University,Ho Chi Minh City,Viet Nam"],"affiliations":[{"raw_affiliation_string":"University of Information Technology, Vietnam National University,Ho Chi Minh City,Viet Nam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Phap-Minh Nguyen","orcid":null},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Phap-Minh Nguyen","raw_affiliation_strings":["University of Information Technology, Vietnam National University,Ho Chi Minh City,Viet Nam"],"affiliations":[{"raw_affiliation_string":"University of Information Technology, Vietnam National University,Ho Chi Minh City,Viet Nam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Hung-Phuoc Nguyen","orcid":null},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Hung-Phuoc Nguyen","raw_affiliation_strings":["University of Information Technology, Vietnam National University,Ho Chi Minh City,Viet Nam"],"affiliations":[{"raw_affiliation_string":"University of Information Technology, Vietnam National University,Ho Chi Minh City,Viet Nam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065249287","display_name":"Khanh-Duy Nguyen","orcid":"https://orcid.org/0000-0003-4237-2737"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Khanh-Duy Nguyen","raw_affiliation_strings":["University of Information Technology, Vietnam National University,Ho Chi Minh City,Viet Nam"],"affiliations":[{"raw_affiliation_string":"University of Information Technology, Vietnam National University,Ho Chi Minh City,Viet Nam","institution_ids":["https://openalex.org/I123565023"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I123565023"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.22027939,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.7795000076293945,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.7795000076293945,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.765500009059906,"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/T12222","display_name":"IoT-based Smart Home Systems","score":0.7347999811172485,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.654346227645874},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.6128429174423218},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4606516361236572}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.654346227645874},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.6128429174423218},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4606516361236572}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccais63750.2024.10814435","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccais63750.2024.10814435","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 13th International Conference on Control, Automation and Information Sciences (ICCAIS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.7799999713897705}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W12634471","https://openalex.org/W1964856489","https://openalex.org/W2076063813","https://openalex.org/W2473930607","https://openalex.org/W2964189064","https://openalex.org/W3107810305","https://openalex.org/W3180392831","https://openalex.org/W3200248927","https://openalex.org/W4307464646","https://openalex.org/W4313028293","https://openalex.org/W4400680576","https://openalex.org/W6838571599"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"While":[0],"many":[1],"deep":[2],"learning":[3],"CNN":[4],"models":[5],"have":[6],"been":[7],"utilized":[8],"for":[9,39],"multiclass":[10],"food":[11,15,59,67,127,136],"dataset":[12,128,145],"classification,":[13],"traditional":[14,77],"image":[16],"classification":[17,78],"methods":[18,79],"struggle":[19],"with":[20,61,76,156,165],"generalization":[21],"and":[22,72,88,94,110,161],"often":[23],"require":[24],"retraining":[25],"when":[26],"new":[27,117],"cuisines":[28],"or":[29],"additional":[30],"classes":[31,137,155,159,164,168],"are":[32],"introduced.":[33],"This":[34],"challenge":[35],"is":[36],"especially":[37],"pronounced":[38],"under-represented":[40],"cuisines,":[41],"such":[42],"as":[43],"Vietnamese":[44,66,135],"food.":[45],"In":[46],"this":[47],"paper,":[48],"we":[49],"examine":[50],"the":[51,121,131,139,147],"impact":[52],"of":[53,116,124,133],"Class":[54],"Incremental":[55],"Learning":[56],"(CIL)":[57],"on":[58,65,105],"datasets,":[60,82],"a":[62,125],"particular":[63],"focus":[64],"datasets.":[68],"We":[69],"apply":[70],"CIL":[71],"compare":[73],"its":[74],"performance":[75],"across":[80],"various":[81],"including":[83],"30VNFoods,":[84],"VinaFood21,":[85],"Food101,":[86],"FoodX251,":[87],"ISIA":[89],"Food-500,":[90],"considering":[91],"both":[92,151],"accuracy":[93,104,132,149],"efficiency.":[95],"Our":[96],"experiments":[97],"demonstrate":[98],"strong":[99],"stability":[100],"from":[101],"MEMO":[102,113],"(68-75%":[103],"old":[106],"classes),":[107],"though":[108],"Replay":[109],"ICaRL":[111],"outperform":[112],"in":[114,138,150],"terms":[115],"class":[118],"accuracy.":[119],"Furthermore,":[120],"initial":[122,154,163],"choice":[123],"global":[126],"significantly":[129],"influences":[130],"recognizing":[134],"incremental":[140,158,167],"training":[141],"phase.":[142],"The":[143],"UCEFOOD100":[144],"achieves":[146],"highest":[148],"scenarios:":[152],"0":[153],"20":[157,162],"(82.13%)":[160],"30":[166],"(87.68%).":[169]},"counts_by_year":[],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}