{"id":"https://openalex.org/W4399522912","doi":"https://doi.org/10.3389/frcmn.2024.1376191","title":"Health of Things Melanoma Detection System\u2014detection and segmentation of melanoma in dermoscopic images applied to edge computing using deep learning and fine-tuning models","display_name":"Health of Things Melanoma Detection System\u2014detection and segmentation of melanoma in dermoscopic images applied to edge computing using deep learning and fine-tuning models","publication_year":2024,"publication_date":"2024-06-10","ids":{"openalex":"https://openalex.org/W4399522912","doi":"https://doi.org/10.3389/frcmn.2024.1376191"},"language":"en","primary_location":{"id":"doi:10.3389/frcmn.2024.1376191","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frcmn.2024.1376191","pdf_url":"https://www.frontiersin.org/articles/10.3389/frcmn.2024.1376191/pdf?isPublishedV2=False","source":{"id":"https://openalex.org/S4210213607","display_name":"Frontiers in Communications and Networks","issn_l":"2673-530X","issn":["2673-530X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Communications and Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/articles/10.3389/frcmn.2024.1376191/pdf?isPublishedV2=False","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051479785","display_name":"Jos\u00e9 Jerovane da Costa Nascimento","orcid":"https://orcid.org/0000-0002-7361-4316"},"institutions":[{"id":"https://openalex.org/I243754102","display_name":"Universidade Federal do Cear\u00e1","ror":"https://ror.org/03srtnf24","country_code":"BR","type":"education","lineage":["https://openalex.org/I243754102"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Jos\u00e9 Jerovane Da Costa Nascimento","raw_affiliation_strings":["Department of Science and Technology, Federal University of Cear\u00e1, Fortaleza, Cear\u00e1, Brazil","Group for research and innovation in Artificial Intelligence systems\u2014LISIA, Juazeiro do Norte, Cear\u00e1, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Science and Technology, Federal University of Cear\u00e1, Fortaleza, Cear\u00e1, Brazil","institution_ids":["https://openalex.org/I243754102"]},{"raw_affiliation_string":"Group for research and innovation in Artificial Intelligence systems\u2014LISIA, Juazeiro do Norte, Cear\u00e1, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013196047","display_name":"Adriell Gomes Marques","orcid":"https://orcid.org/0000-0001-6274-1961"},"institutions":[{"id":"https://openalex.org/I3018325552","display_name":"Instituto Federal de Educa\u00e7\u00e3o, Ci\u00eancia e Tecnologia do Cear\u00e1","ror":"https://ror.org/02225fd27","country_code":"BR","type":"government","lineage":["https://openalex.org/I3018325552"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Adriell Gomes Marques","raw_affiliation_strings":["Federal Institute of Education, Science and Technology of Cear\u00e1, Fortaleza, Cear\u00e1, Brazil","Group for research and innovation in Artificial Intelligence systems\u2014LISIA, Juazeiro do Norte, Cear\u00e1, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal Institute of Education, Science and Technology of Cear\u00e1, Fortaleza, Cear\u00e1, Brazil","institution_ids":["https://openalex.org/I3018325552"]},{"raw_affiliation_string":"Group for research and innovation in Artificial Intelligence systems\u2014LISIA, Juazeiro do Norte, Cear\u00e1, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092581266","display_name":"Yasmin O. Adelino Rodrigues","orcid":null},"institutions":[{"id":"https://openalex.org/I3018325552","display_name":"Instituto Federal de Educa\u00e7\u00e3o, Ci\u00eancia e Tecnologia do Cear\u00e1","ror":"https://ror.org/02225fd27","country_code":"BR","type":"government","lineage":["https://openalex.org/I3018325552"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Yasmim Os\u00f3rio Adelino Rodrigues","raw_affiliation_strings":["Federal Institute of Education, Science and Technology of Cear\u00e1, Fortaleza, Cear\u00e1, Brazil","Group for research and innovation in Artificial Intelligence systems\u2014LISIA, Juazeiro do Norte, Cear\u00e1, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal Institute of Education, Science and Technology of Cear\u00e1, Fortaleza, Cear\u00e1, Brazil","institution_ids":["https://openalex.org/I3018325552"]},{"raw_affiliation_string":"Group for research and innovation in Artificial Intelligence systems\u2014LISIA, Juazeiro do Norte, Cear\u00e1, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029829942","display_name":"Guilherme Freire Brilhante Severiano","orcid":"https://orcid.org/0000-0002-7109-7220"},"institutions":[{"id":"https://openalex.org/I3018325552","display_name":"Instituto Federal de Educa\u00e7\u00e3o, Ci\u00eancia e Tecnologia do Cear\u00e1","ror":"https://ror.org/02225fd27","country_code":"BR","type":"government","lineage":["https://openalex.org/I3018325552"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Guilherme Freire Brilhante Severiano","raw_affiliation_strings":["Federal Institute of Education, Science and Technology of Cear\u00e1, Fortaleza, Cear\u00e1, Brazil","Group for research and innovation in Artificial Intelligence systems\u2014LISIA, Juazeiro do Norte, Cear\u00e1, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal Institute of Education, Science and Technology of Cear\u00e1, Fortaleza, Cear\u00e1, Brazil","institution_ids":["https://openalex.org/I3018325552"]},{"raw_affiliation_string":"Group for research and innovation in Artificial Intelligence systems\u2014LISIA, Juazeiro do Norte, Cear\u00e1, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104324686","display_name":"Icaro de Sousa Rodrigues","orcid":null},"institutions":[{"id":"https://openalex.org/I3018325552","display_name":"Instituto Federal de Educa\u00e7\u00e3o, Ci\u00eancia e Tecnologia do Cear\u00e1","ror":"https://ror.org/02225fd27","country_code":"BR","type":"government","lineage":["https://openalex.org/I3018325552"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Icaro de Sousa Rodrigues","raw_affiliation_strings":["Federal Institute of Education, Science and Technology of Cear\u00e1, Fortaleza, Cear\u00e1, Brazil","Group for research and innovation in Artificial Intelligence systems\u2014LISIA, Juazeiro do Norte, Cear\u00e1, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal Institute of Education, Science and Technology of Cear\u00e1, Fortaleza, Cear\u00e1, Brazil","institution_ids":["https://openalex.org/I3018325552"]},{"raw_affiliation_string":"Group for research and innovation in Artificial Intelligence systems\u2014LISIA, Juazeiro do Norte, Cear\u00e1, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089269498","display_name":"Carlos Mauricio Jaborandy de Mattos Dourado","orcid":"https://orcid.org/0000-0002-5137-1018"},"institutions":[{"id":"https://openalex.org/I3018325552","display_name":"Instituto Federal de Educa\u00e7\u00e3o, Ci\u00eancia e Tecnologia do Cear\u00e1","ror":"https://ror.org/02225fd27","country_code":"BR","type":"government","lineage":["https://openalex.org/I3018325552"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Carlos Dourado","raw_affiliation_strings":["Federal Institute of Education, Science and Technology of Cear\u00e1, Fortaleza, Cear\u00e1, Brazil","Group for research and innovation in Artificial Intelligence systems\u2014LISIA, Juazeiro do Norte, Cear\u00e1, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal Institute of Education, Science and Technology of Cear\u00e1, Fortaleza, Cear\u00e1, Brazil","institution_ids":["https://openalex.org/I3018325552"]},{"raw_affiliation_string":"Group for research and innovation in Artificial Intelligence systems\u2014LISIA, Juazeiro do Norte, Cear\u00e1, Brazil","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059650150","display_name":"Lu\u00eds Fabr\u00edcio de Freitas Souza","orcid":"https://orcid.org/0000-0002-3156-1359"},"institutions":[{"id":"https://openalex.org/I4210090750","display_name":"Universidade Federal do Cariri","ror":"https://ror.org/00a4xxf76","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210090750"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Lu\u00eds Fabr\u00edcio De Freitas Souza","raw_affiliation_strings":["Department of Science and Technology, Universidade Federal do Cariri, Juazeiro do Norte, Brazil","Group for research and innovation in Artificial Intelligence systems\u2014LISIA, Juazeiro do Norte, Cear\u00e1, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Science and Technology, Universidade Federal do Cariri, Juazeiro do Norte, Brazil","institution_ids":["https://openalex.org/I4210090750"]},{"raw_affiliation_string":"Group for research and innovation in Artificial Intelligence systems\u2014LISIA, Juazeiro do Norte, Cear\u00e1, Brazil","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5051479785","https://openalex.org/A5059650150"],"corresponding_institution_ids":["https://openalex.org/I243754102","https://openalex.org/I4210090750"],"apc_list":{"value":1900,"currency":"USD","value_usd":1900},"apc_paid":{"value":1900,"currency":"USD","value_usd":1900},"fwci":2.3664,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.90452369,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"5","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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/T10862","display_name":"AI in cancer detection","score":0.9670000076293945,"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/T13869","display_name":"Ocular and Laser Science Research","score":0.9283999800682068,"subfield":{"id":"https://openalex.org/subfields/2731","display_name":"Ophthalmology"},"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/computer-science","display_name":"Computer science","score":0.7866785526275635},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6745673418045044},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.6359071731567383},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6029242277145386},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5871487855911255},{"id":"https://openalex.org/keywords/upload","display_name":"Upload","score":0.5326938629150391},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5273747444152832},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.4418374001979828},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.44097065925598145},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4046972393989563},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.40453892946243286},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.3653286397457123},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.146634042263031},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.12997466325759888}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7866785526275635},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6745673418045044},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.6359071731567383},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6029242277145386},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5871487855911255},{"id":"https://openalex.org/C71901391","wikidata":"https://www.wikidata.org/wiki/Q7126699","display_name":"Upload","level":2,"score":0.5326938629150391},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5273747444152832},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.4418374001979828},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.44097065925598145},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4046972393989563},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.40453892946243286},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.3653286397457123},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.146634042263031},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.12997466325759888},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3389/frcmn.2024.1376191","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frcmn.2024.1376191","pdf_url":"https://www.frontiersin.org/articles/10.3389/frcmn.2024.1376191/pdf?isPublishedV2=False","source":{"id":"https://openalex.org/S4210213607","display_name":"Frontiers in Communications and Networks","issn_l":"2673-530X","issn":["2673-530X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Communications and Networks","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:a5a5e5203b7549459fe411ba46050246","is_oa":true,"landing_page_url":"https://doaj.org/article/a5a5e5203b7549459fe411ba46050246","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Communications and Networks, Vol 5 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/frcmn.2024.1376191","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frcmn.2024.1376191","pdf_url":"https://www.frontiersin.org/articles/10.3389/frcmn.2024.1376191/pdf?isPublishedV2=False","source":{"id":"https://openalex.org/S4210213607","display_name":"Frontiers in Communications and Networks","issn_l":"2673-530X","issn":["2673-530X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Communications and Networks","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399522912.pdf"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W112133451","https://openalex.org/W1909740415","https://openalex.org/W1969711610","https://openalex.org/W2100618668","https://openalex.org/W2134641333","https://openalex.org/W2140405352","https://openalex.org/W2346254524","https://openalex.org/W2392395307","https://openalex.org/W2416799949","https://openalex.org/W2803575519","https://openalex.org/W2885668531","https://openalex.org/W2888472378","https://openalex.org/W2892060055","https://openalex.org/W2899948350","https://openalex.org/W2903033372","https://openalex.org/W2905659930","https://openalex.org/W2911818805","https://openalex.org/W2922502455","https://openalex.org/W2960571991","https://openalex.org/W2963881378","https://openalex.org/W2969754305","https://openalex.org/W2979847810","https://openalex.org/W2990138404","https://openalex.org/W2994026422","https://openalex.org/W2998401283","https://openalex.org/W3006456063","https://openalex.org/W3007688117","https://openalex.org/W3017125987","https://openalex.org/W3091554108","https://openalex.org/W3128009222","https://openalex.org/W3136632761","https://openalex.org/W3138170009","https://openalex.org/W4205499468","https://openalex.org/W4206961607","https://openalex.org/W4220856798","https://openalex.org/W4241733188","https://openalex.org/W4255997441","https://openalex.org/W4293182019","https://openalex.org/W4297851380","https://openalex.org/W4310472140","https://openalex.org/W4312278475","https://openalex.org/W4385215048","https://openalex.org/W4385482596","https://openalex.org/W4385488543","https://openalex.org/W4400912000","https://openalex.org/W6604540402","https://openalex.org/W6679569991","https://openalex.org/W6847205763"],"related_works":["https://openalex.org/W2944823289","https://openalex.org/W2003209439","https://openalex.org/W4321854979","https://openalex.org/W3037018281","https://openalex.org/W3116709161","https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W4386004629","https://openalex.org/W2942586735"],"abstract_inverted_index":{"According":[0],"to":[1,25,162],"the":[2,21,62,74,93,131,148,156,163,183,189,199,202,248],"World":[3],"Health":[4,116],"Organization":[5],"(WHO),":[6],"melanoma":[7,135,178],"is":[8],"a":[9,101,126,143,167],"type":[10],"of":[11,20,27,29,55,64,73,95,105,117,182,185,201,250],"cancer":[12,225],"that":[13],"affects":[14],"people":[15,30],"globally":[16],"in":[17,40,46,80,137,198,231,247,262,267],"different":[18,174,232,251],"parts":[19],"human":[22],"body,":[23],"leading":[24],"deaths":[26],"thousands":[28],"every":[31],"year":[32],"worldwide.":[33],"Intelligent":[34],"diagnostic":[35,112],"tools":[36,67],"through":[37,88,145],"automatic":[38,239,253],"detection":[39,136,179,218],"medical":[41,48,111,274],"images":[42,154],"are":[43,54,77],"extremely":[44],"effective":[45,245],"aiding":[47],"diagnosis.":[49],"Computer-aided":[50],"diagnosis":[51,275],"(CAD)":[52],"systems":[53,87,114],"utmost":[56],"importance":[57],"for":[58,68,134,177,217,223,270],"image-based":[59],"pre-diagnosis,":[60],"and":[61,71,110,159,166,173,180,193,219,238,273],"use":[63,94,272],"artificial":[65],"intelligence\u2013based":[66],"monitoring,":[69],"detection,":[70],"segmentation":[72,181],"pathological":[75],"region":[76,184],"increasingly":[78],"used":[79,261],"integrated":[81],"smart":[82,85,268],"solutions":[83],"within":[84],"city":[86],"cloud":[89,164,190],"data":[90],"processing":[91],"with":[92,188,195,213,255],"edge":[96],"computing.":[97],"This":[98],"study":[99,141],"proposes":[100,142],"new":[102,168,208,242],"approach":[103,129,169,209,243],"capable":[104],"integrating":[106],"into":[107],"computational":[108],"monitoring":[109],"assistance":[113],"called":[115],"Things":[118],"Melanoma":[119],"Detection":[120],"System":[121],"(HTMDS).":[122],"The":[123,140,207,241],"method":[124],"presents":[125],"deep":[127,171],"learning\u2013based":[128],"using":[130,170],"YOLOv8":[132],"network":[133],"dermatoscopic":[138,157],"images.":[139],"workflow":[144],"communication":[146,191],"between":[147],"mobile":[149],"device,":[150],"which":[151,258],"extracts":[152],"captured":[153],"from":[155],"device":[158],"uploads":[160],"them":[161],"API,":[165],"learning":[172],"fine-tuning":[175],"models":[176,254],"interest,":[186],"along":[187],"structure":[192],"comparison":[194],"methods":[196],"found":[197],"state":[200],"art,":[203],"addressing":[204],"local":[205],"processing.":[206],"achieved":[210],"satisfactory":[211],"results":[212,246],"over":[214,220],"98%":[215],"accuracy":[216,222],"99%":[221],"skin":[224],"segmentation,":[226],"surpassing":[227],"various":[228],"state-of-the-art":[229],"works":[230],"methods,":[233],"such":[234],"as":[235],"manual,":[236],"semi-automatic,":[237],"approaches.":[240],"demonstrates":[244],"performance":[249],"intelligent":[252],"real-time":[256],"processing,":[257],"can":[259],"be":[260],"affiliated":[263],"institutions":[264],"or":[265],"offices":[266],"cities":[269],"population":[271],"purposes.":[276]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3}],"updated_date":"2026-04-30T09:15:22.047038","created_date":"2025-10-10T00:00:00"}