{"id":"https://openalex.org/W4394895555","doi":"https://doi.org/10.1109/kst61284.2024.10499647","title":"Melanoma Detection on Dermoscopic Images Using Deep Learning Technique","display_name":"Melanoma Detection on Dermoscopic Images Using Deep Learning Technique","publication_year":2024,"publication_date":"2024-02-28","ids":{"openalex":"https://openalex.org/W4394895555","doi":"https://doi.org/10.1109/kst61284.2024.10499647"},"language":"en","primary_location":{"id":"doi:10.1109/kst61284.2024.10499647","is_oa":false,"landing_page_url":"https://doi.org/10.1109/kst61284.2024.10499647","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 16th International Conference on Knowledge and Smart Technology (KST)","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":"https://openalex.org/A5095747499","display_name":"Ratchaphon Prabrai","orcid":null},"institutions":[{"id":"https://openalex.org/I76920116","display_name":"Srinakharinwirot University","ror":"https://ror.org/04718hx42","country_code":"TH","type":"education","lineage":["https://openalex.org/I76920116"]}],"countries":["TH"],"is_corresponding":true,"raw_author_name":"Ratchaphon Prabrai","raw_affiliation_strings":["Srinakharinwirot University,Faculty of Science,Department of Computer Science,Bangkok,Thailand","Department of Computer Science, Faculty of Science, Srinakharinwirot University, Bangkok, Thailand"],"affiliations":[{"raw_affiliation_string":"Srinakharinwirot University,Faculty of Science,Department of Computer Science,Bangkok,Thailand","institution_ids":["https://openalex.org/I76920116"]},{"raw_affiliation_string":"Department of Computer Science, Faculty of Science, Srinakharinwirot University, Bangkok, Thailand","institution_ids":["https://openalex.org/I76920116"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014047641","display_name":"Vera Sa\u2010ing","orcid":"https://orcid.org/0000-0002-3180-7590"},"institutions":[{"id":"https://openalex.org/I76920116","display_name":"Srinakharinwirot University","ror":"https://ror.org/04718hx42","country_code":"TH","type":"education","lineage":["https://openalex.org/I76920116"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Vera Sa-ing","raw_affiliation_strings":["Srinakharinwirot University,Faculty of Science,Department of Computer Science,Bangkok,Thailand","Department of Computer Science, Faculty of Science, Srinakharinwirot University, Bangkok, Thailand"],"affiliations":[{"raw_affiliation_string":"Srinakharinwirot University,Faculty of Science,Department of Computer Science,Bangkok,Thailand","institution_ids":["https://openalex.org/I76920116"]},{"raw_affiliation_string":"Department of Computer Science, Faculty of Science, Srinakharinwirot University, Bangkok, Thailand","institution_ids":["https://openalex.org/I76920116"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5095747499"],"corresponding_institution_ids":["https://openalex.org/I76920116"],"apc_list":null,"apc_paid":null,"fwci":1.8079,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.86923805,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"24","last_page":"28"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9934999942779541,"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":0.9934999942779541,"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":0.9528999924659729,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6848393678665161},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6750757098197937},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5454143285751343},{"id":"https://openalex.org/keywords/melanoma","display_name":"Melanoma","score":0.5087564587593079},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4466198682785034},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.41850265860557556},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1171819269657135},{"id":"https://openalex.org/keywords/cancer-research","display_name":"Cancer research","score":0.06723317503929138}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6848393678665161},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6750757098197937},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5454143285751343},{"id":"https://openalex.org/C2777658100","wikidata":"https://www.wikidata.org/wiki/Q180614","display_name":"Melanoma","level":2,"score":0.5087564587593079},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4466198682785034},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41850265860557556},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1171819269657135},{"id":"https://openalex.org/C502942594","wikidata":"https://www.wikidata.org/wiki/Q3421914","display_name":"Cancer research","level":1,"score":0.06723317503929138}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/kst61284.2024.10499647","is_oa":false,"landing_page_url":"https://doi.org/10.1109/kst61284.2024.10499647","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 16th International Conference on Knowledge and Smart Technology (KST)","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":18,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W2001378671","https://openalex.org/W2061253660","https://openalex.org/W2794825826","https://openalex.org/W2797527544","https://openalex.org/W2889849470","https://openalex.org/W2962858109","https://openalex.org/W2963946669","https://openalex.org/W2964416181","https://openalex.org/W3012393889","https://openalex.org/W3102785203","https://openalex.org/W3124870508","https://openalex.org/W4220856798","https://openalex.org/W4294691628","https://openalex.org/W4321472458","https://openalex.org/W4387754894","https://openalex.org/W6637373629","https://openalex.org/W6766394743"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W3215138031","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2772917594","https://openalex.org/W2775347418","https://openalex.org/W2166024367","https://openalex.org/W3009238340","https://openalex.org/W3116076068","https://openalex.org/W2229312674"],"abstract_inverted_index":{"Melanoma,":[0],"the":[1,32,126],"most":[2],"widespread":[3],"form":[4],"of":[5,35,83,91,101,104,108,125],"skin":[6,46,118,142],"cancer,":[7],"poses":[8],"a":[9,27,67,122],"diagnostic":[10],"challenge":[11,24],"requiring":[12],"considerable":[13],"expertise":[14],"in":[15,78,137],"visual":[16],"assessment.":[17],"This":[18,129],"study":[19,112],"aims":[20],"to":[21,38,116],"address":[22],"this":[23],"by":[25],"investigating":[26],"deep":[28],"learning":[29,72,81],"technique":[30],"for":[31,134],"early":[33],"detection":[34],"cancerous":[36],"lesions":[37],"mitigate":[39],"their":[40],"potential":[41],"spread.":[42],"Gathering":[43],"four":[44],"public":[45],"lesion":[47],"datasets,":[48],"totaling":[49],"13,986":[50],"images,":[51],"we":[52],"divided":[53],"into":[54],"80%":[55],"training,":[56],"10%":[57,60],"validation,":[58],"and":[59,88,106,139],"testing":[61],"sets.":[62],"Our":[63],"proposed":[64,130],"approach":[65],"involves":[66],"VGG16":[68],"model":[69,131],"with":[70,98],"transfer":[71],"from":[73],"ImageNet,":[74],"fine-tuned":[75],"through":[76],"adjustments":[77],"hyperparameters":[79],"using":[80],"rate":[82],"0.001,":[84],"Adam":[85],"optimization":[86],"function,":[87],"batch":[89],"size":[90],"32.":[92],"Experimental":[93],"results":[94],"achieved":[95],"impressive":[96],"metrics":[97],"an":[99],"accuracy":[100],"0.92,":[102],"recall":[103],"0.89,":[105],"F1-score":[107],"0.91.":[109],"Additionally,":[110],"our":[111],"in-corporates":[113],"gradcam":[114],"visualization":[115],"pinpoint":[117],"cancer":[119],"areas,":[120],"offering":[121],"nuanced":[123],"understanding":[124],"model's":[127],"outcomes.":[128],"holds":[132],"promise":[133],"healthcare":[135],"professionals":[136],"diagnosing":[138],"focusing":[140],"on":[141],"cancers.":[143]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}