{"id":"https://openalex.org/W4414170089","doi":"https://doi.org/10.1109/avss65446.2025.11149966","title":"Implementation of Edge AI for Web-Based Atopic Dermatitis Skin Disease Classification Using Streamlit","display_name":"Implementation of Edge AI for Web-Based Atopic Dermatitis Skin Disease Classification Using Streamlit","publication_year":2025,"publication_date":"2025-08-11","ids":{"openalex":"https://openalex.org/W4414170089","doi":"https://doi.org/10.1109/avss65446.2025.11149966"},"language":"en","primary_location":{"id":"doi:10.1109/avss65446.2025.11149966","is_oa":false,"landing_page_url":"https://doi.org/10.1109/avss65446.2025.11149966","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Advanced Visual and Signal-Based Systems (AVSS)","raw_type":"proceedings-article"},"type":"conference-paper","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":"https://openalex.org/A5119609663","display_name":"Alya Irzan Ramadhani","orcid":null},"institutions":[{"id":"https://openalex.org/I187494767","display_name":"Universitas Syiah Kuala","ror":"https://ror.org/05v4dza81","country_code":"ID","type":"education","lineage":["https://openalex.org/I187494767"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Alya Irzan Ramadhani","raw_affiliation_strings":["Universitas Syiah Kuala,Department of Electrical and Computer Engineering,Aceh,Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Syiah Kuala,Department of Electrical and Computer Engineering,Aceh,Indonesia","institution_ids":["https://openalex.org/I187494767"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089411412","display_name":"Kahlil Muchtar","orcid":"https://orcid.org/0000-0001-5740-1938"},"institutions":[{"id":"https://openalex.org/I187494767","display_name":"Universitas Syiah Kuala","ror":"https://ror.org/05v4dza81","country_code":"ID","type":"education","lineage":["https://openalex.org/I187494767"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Kahlil Muchtar","raw_affiliation_strings":["Universitas Syiah Kuala,Department of Electrical and Computer Engineering,Aceh,Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Syiah Kuala,Department of Electrical and Computer Engineering,Aceh,Indonesia","institution_ids":["https://openalex.org/I187494767"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080255744","display_name":"Maulisa Oktiana","orcid":"https://orcid.org/0000-0001-7453-7183"},"institutions":[{"id":"https://openalex.org/I187494767","display_name":"Universitas Syiah Kuala","ror":"https://ror.org/05v4dza81","country_code":"ID","type":"education","lineage":["https://openalex.org/I187494767"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Maulisa Oktiana","raw_affiliation_strings":["Universitas Syiah Kuala,Department of Electrical and Computer Engineering,Aceh,Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Syiah Kuala,Department of Electrical and Computer Engineering,Aceh,Indonesia","institution_ids":["https://openalex.org/I187494767"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032934346","display_name":"Khairun Saddami","orcid":"https://orcid.org/0000-0001-8344-339X"},"institutions":[{"id":"https://openalex.org/I187494767","display_name":"Universitas Syiah Kuala","ror":"https://ror.org/05v4dza81","country_code":"ID","type":"education","lineage":["https://openalex.org/I187494767"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Khairun Saddami","raw_affiliation_strings":["Universitas Syiah Kuala,Department of Electrical and Computer Engineering,Aceh,Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Syiah Kuala,Department of Electrical and Computer Engineering,Aceh,Indonesia","institution_ids":["https://openalex.org/I187494767"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053194267","display_name":"Safrizal Razali","orcid":"https://orcid.org/0009-0009-8068-4361"},"institutions":[{"id":"https://openalex.org/I187494767","display_name":"Universitas Syiah Kuala","ror":"https://ror.org/05v4dza81","country_code":"ID","type":"education","lineage":["https://openalex.org/I187494767"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Safrizal Razali","raw_affiliation_strings":["Universitas Syiah Kuala,Department of Electrical and Computer Engineering,Aceh,Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Syiah Kuala,Department of Electrical and Computer Engineering,Aceh,Indonesia","institution_ids":["https://openalex.org/I187494767"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034941338","display_name":"Novi Maulina","orcid":"https://orcid.org/0000-0003-1218-9536"},"institutions":[{"id":"https://openalex.org/I187494767","display_name":"Universitas Syiah Kuala","ror":"https://ror.org/05v4dza81","country_code":"ID","type":"education","lineage":["https://openalex.org/I187494767"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Novi Maulina","raw_affiliation_strings":["Universitas Syiah Kuala,Faculty of Medicine,Aceh,Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Syiah Kuala,Faculty of Medicine,Aceh,Indonesia","institution_ids":["https://openalex.org/I187494767"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I187494767"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"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/T10837","display_name":"Dermatology and Skin Diseases","score":0.9866999983787537,"subfield":{"id":"https://openalex.org/subfields/2708","display_name":"Dermatology"},"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/T10837","display_name":"Dermatology and Skin Diseases","score":0.9866999983787537,"subfield":{"id":"https://openalex.org/subfields/2708","display_name":"Dermatology"},"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/T10877","display_name":"Allergic Rhinitis and Sensitization","score":0.9351999759674072,"subfield":{"id":"https://openalex.org/subfields/2723","display_name":"Immunology and Allergy"},"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/atopic-dermatitis","display_name":"Atopic dermatitis","score":0.7773000001907349},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4307999908924103},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.39430001378059387},{"id":"https://openalex.org/keywords/allergy","display_name":"Allergy","score":0.3280999958515167},{"id":"https://openalex.org/keywords/edge-detection","display_name":"Edge detection","score":0.3050999939441681},{"id":"https://openalex.org/keywords/expert-system","display_name":"Expert system","score":0.2987000048160553}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.8080999851226807},{"id":"https://openalex.org/C2778329239","wikidata":"https://www.wikidata.org/wiki/Q268667","display_name":"Atopic dermatitis","level":2,"score":0.7773000001907349},{"id":"https://openalex.org/C16005928","wikidata":"https://www.wikidata.org/wiki/Q171171","display_name":"Dermatology","level":1,"score":0.6690999865531921},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4307999908924103},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4049000144004822},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.39430001378059387},{"id":"https://openalex.org/C207480886","wikidata":"https://www.wikidata.org/wiki/Q42982","display_name":"Allergy","level":2,"score":0.3280999958515167},{"id":"https://openalex.org/C193536780","wikidata":"https://www.wikidata.org/wiki/Q1513153","display_name":"Edge detection","level":4,"score":0.3050999939441681},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.2987000048160553},{"id":"https://openalex.org/C2988168687","wikidata":"https://www.wikidata.org/wiki/Q949302","display_name":"Skin lesion","level":2,"score":0.25859999656677246},{"id":"https://openalex.org/C2987552334","wikidata":"https://www.wikidata.org/wiki/Q383126","display_name":"Chronic disease","level":2,"score":0.25619998574256897},{"id":"https://openalex.org/C163763905","wikidata":"https://www.wikidata.org/wiki/Q17075943","display_name":"Precision medicine","level":2,"score":0.2506999969482422}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/avss65446.2025.11149966","is_oa":false,"landing_page_url":"https://doi.org/10.1109/avss65446.2025.11149966","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Advanced Visual and Signal-Based Systems (AVSS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W3138343138","https://openalex.org/W3140854437","https://openalex.org/W3155655050","https://openalex.org/W3164542342","https://openalex.org/W4206906766","https://openalex.org/W4306386536","https://openalex.org/W4312836688","https://openalex.org/W4318026159","https://openalex.org/W4388105173","https://openalex.org/W4388796008","https://openalex.org/W4389040864","https://openalex.org/W4390196863","https://openalex.org/W4396587838","https://openalex.org/W4409473837"],"related_works":[],"abstract_inverted_index":{"Atopic":[0],"dermatitis":[1],"(AD)":[2],"is":[3,33,85,124],"a":[4,88],"chronic":[5],"skin":[6,69],"disease":[7],"with":[8,18,65],"symptoms":[9],"such":[10,41],"as":[11,42],"itching,":[12],"dryness,":[13],"and":[14,45,49,79,106,117],"redness":[15],"that":[16],"interfere":[17],"patients":[19],"quality":[20],"of":[21],"life.":[22],"Its":[23],"prevalence":[24],"continues":[25],"to":[26,51],"increase,":[27],"especially":[28],"among":[29],"children.":[30],"Early":[31],"diagnosis":[32],"crucial":[34],"for":[35,68,92],"effective":[36],"treatment,":[37],"but":[38],"traditional":[39],"methods":[40],"allergy":[43],"tests":[44],"biopsies":[46],"are":[47],"time-consuming":[48],"prone":[50],"error.":[52],"This":[53],"study":[54],"proposes":[55],"an":[56],"automated":[57],"classification":[58],"system":[59,84,122],"based":[60],"on":[61],"deep":[62],"learning":[63],"integrated":[64],"Edge":[66,72],"AI":[67,73],"image":[70],"analysis.":[71],"enables":[74],"local":[75],"processing,":[76],"reduces":[77],"latency,":[78],"safeguards":[80],"data":[81],"privacy.":[82],"The":[83],"implemented":[86],"in":[87],"Streamlit-based":[89],"web":[90],"application":[91],"easy":[93],"use":[94],"by":[95],"medical":[96],"professionals.":[97],"Evaluation":[98],"was":[99],"conducted":[100],"using":[101],"accuracy,":[102],"precision,":[103],"recall,":[104],"specificity,":[105],"F1-score.":[107],"Training":[108],"results":[109],"demonstrated":[110],"high":[111],"performance:":[112],"ResNet-34":[113],"(96%),":[114],"MobileNetV3":[115],"(98.5%),":[116],"EfficientNet-B0":[118],"(98.3%),":[119],"respectively.":[120],"A":[121],"demo":[123],"available":[125],"at:":[126],"https://www.youtube.com/watch?v=hkbXEbA8Gq0.":[127]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}