{"id":"https://openalex.org/W4388676634","doi":"https://doi.org/10.1109/access.2023.3332628","title":"The Power of Generative AI to Augment for Enhanced Skin Cancer Classification: A Deep Learning Approach","display_name":"The Power of Generative AI to Augment for Enhanced Skin Cancer Classification: A Deep Learning Approach","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4388676634","doi":"https://doi.org/10.1109/access.2023.3332628"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3332628","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3332628","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10318035.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":null,"license_id":null,"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/ielx7/6287639/6514899/10318035.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033646787","display_name":"Mudassir Saeed","orcid":"https://orcid.org/0009-0000-1429-7085"},"institutions":[{"id":"https://openalex.org/I201384688","display_name":"National University of Computer and Emerging Sciences","ror":"https://ror.org/003eyb898","country_code":"PK","type":"education","lineage":["https://openalex.org/I201384688"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Mudassir Saeed","raw_affiliation_strings":["Department of Computer Science, National University of Computer and Emerging Sciences, Lahore, Pakistan"],"raw_orcid":"https://orcid.org/0009-0000-1429-7085","affiliations":[{"raw_affiliation_string":"Department of Computer Science, National University of Computer and Emerging Sciences, Lahore, Pakistan","institution_ids":["https://openalex.org/I201384688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085980701","display_name":"Asma Naseer","orcid":"https://orcid.org/0000-0002-5980-0526"},"institutions":[{"id":"https://openalex.org/I201384688","display_name":"National University of Computer and Emerging Sciences","ror":"https://ror.org/003eyb898","country_code":"PK","type":"education","lineage":["https://openalex.org/I201384688"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Asma Naseer","raw_affiliation_strings":["Department of Computer Science, National University of Computer and Emerging Sciences, Lahore, Pakistan"],"raw_orcid":"https://orcid.org/0000-0002-5980-0526","affiliations":[{"raw_affiliation_string":"Department of Computer Science, National University of Computer and Emerging Sciences, Lahore, Pakistan","institution_ids":["https://openalex.org/I201384688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059061746","display_name":"Hassan Masood","orcid":null},"institutions":[{"id":"https://openalex.org/I201384688","display_name":"National University of Computer and Emerging Sciences","ror":"https://ror.org/003eyb898","country_code":"PK","type":"education","lineage":["https://openalex.org/I201384688"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Hassan Masood","raw_affiliation_strings":["Department of Computer Science, National University of Computer and Emerging Sciences, Lahore, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, National University of Computer and Emerging Sciences, Lahore, Pakistan","institution_ids":["https://openalex.org/I201384688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049668434","display_name":"Shafiq Ur Rehman","orcid":"https://orcid.org/0009-0000-2677-0108"},"institutions":[{"id":"https://openalex.org/I240666556","display_name":"Imam Mohammad ibn Saud Islamic University","ror":"https://ror.org/05gxjyb39","country_code":"SA","type":"education","lineage":["https://openalex.org/I240666556"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Shafiq Ur Rehman","raw_affiliation_strings":["College of Computer and Information Sciences, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh, Saudi Arabia","College of Computer and Information Sciences, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh, Kingdom of Saudi Arabia"],"raw_orcid":"https://orcid.org/0009-0000-2677-0108","affiliations":[{"raw_affiliation_string":"College of Computer and Information Sciences, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I240666556"]},{"raw_affiliation_string":"College of Computer and Information Sciences, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh, Kingdom of Saudi Arabia","institution_ids":["https://openalex.org/I240666556"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049739067","display_name":"Volker Gruhn","orcid":"https://orcid.org/0000-0003-3841-2548"},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Volker Gruhn","raw_affiliation_strings":["Department of Software Engineering, University of Duisburg&#x2013;Essen, Essen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Software Engineering, University of Duisburg&#x2013;Essen, Essen, Germany","institution_ids":["https://openalex.org/I62318514"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":7.5837,"has_fulltext":true,"cited_by_count":66,"citation_normalized_percentile":{"value":0.9825388,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"11","issue":null,"first_page":"130330","last_page":"130344"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9926999807357788,"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/T11569","display_name":"Optical Coherence Tomography Applications","score":0.9581000208854675,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7812470197677612},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7180169820785522},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6344231963157654},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6109751462936401},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6086722016334534},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5429162979125977},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5148212313652039},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.49831366539001465},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46598783135414124},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.44078776240348816}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7812470197677612},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7180169820785522},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6344231963157654},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6109751462936401},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6086722016334534},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5429162979125977},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5148212313652039},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.49831366539001465},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46598783135414124},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.44078776240348816},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2023.3332628","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3332628","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10318035.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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:6446982652f245b0bfad0cb16453e8c5","is_oa":true,"landing_page_url":"https://doaj.org/article/6446982652f245b0bfad0cb16453e8c5","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 130330-130344 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3332628","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3332628","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10318035.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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.6700000166893005,"id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G5104368750","display_name":null,"funder_award_id":"IMSIU-RP23042","funder_id":"https://openalex.org/F4320321420","funder_display_name":"Imam Mohammed Ibn Saud Islamic University"}],"funders":[{"id":"https://openalex.org/F4320321420","display_name":"Imam Mohammed Ibn Saud Islamic University","ror":"https://ror.org/05gxjyb39"},{"id":"https://openalex.org/F4320325415","display_name":"Al-Imam Muhammad Ibn Saud Islamic University","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388676634.pdf","grobid_xml":"https://content.openalex.org/works/W4388676634.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W3117627952","https://openalex.org/W3127886489","https://openalex.org/W3151500074","https://openalex.org/W3158076558","https://openalex.org/W3166284119","https://openalex.org/W3169684453","https://openalex.org/W3216441523","https://openalex.org/W3216966208","https://openalex.org/W4200120391","https://openalex.org/W4200323263","https://openalex.org/W4206055728","https://openalex.org/W4206986224","https://openalex.org/W4214575762","https://openalex.org/W4214928160","https://openalex.org/W4225640122","https://openalex.org/W4229040355","https://openalex.org/W4281730194","https://openalex.org/W4282547501","https://openalex.org/W4283460001","https://openalex.org/W4283526860","https://openalex.org/W4288099329","https://openalex.org/W4294805216","https://openalex.org/W4295941902","https://openalex.org/W4311304837","https://openalex.org/W4321457716","https://openalex.org/W4362665647","https://openalex.org/W4376528501","https://openalex.org/W6841667605"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W4321353415","https://openalex.org/W2745001401","https://openalex.org/W2130974462","https://openalex.org/W3183901164","https://openalex.org/W2951211570","https://openalex.org/W3135818718","https://openalex.org/W4290188444","https://openalex.org/W2253429366","https://openalex.org/W3127975138"],"abstract_inverted_index":{"Skin":[0],"cancer,":[1],"particularly":[2],"the":[3,65,155,160,183,191],"malignant":[4,34],"melanoma":[5],"subtype,":[6],"is":[7],"widely":[8],"recognized":[9],"as":[10,29,31],"a":[11,129],"highly":[12],"lethal":[13],"form":[14],"of":[15,50,134,146,163,174,185,193],"cancer":[16,201],"characterized":[17],"by":[18],"abnormal":[19],"melanocyte":[20],"cell":[21],"growth.":[22],"However,":[23],"diagnosing":[24],"and":[25,58,71,92,107,136,150,170,177,190],"classifying":[26],"skin":[27,61,200],"lesions,":[28],"well":[30],"automatically":[32],"recognizing":[33],"tumors":[35],"from":[36,118],"dermoscopy":[37],"images,":[38],"present":[39],"significant":[40],"challenges.":[41],"To":[42],"address":[43],"this":[44],"challenge,":[45],"our":[46],"study":[47],"employs":[48],"variants":[49],"Convolutional":[51],"Neural":[52],"Networks":[53,90,97],"(CNNs)":[54],"to":[55],"effectively":[56],"diagnose":[57],"classify":[59],"various":[60],"lesion":[62],"types":[63],"using":[64],"latest":[66],"benchmark":[67],"datasets":[68],"ISIC":[69,139,166],"2019":[70],"2020.":[72],"The":[73],"dataset":[74],"underwent":[75],"rigorous":[76],"preprocessing,":[77],"which":[78],"involves":[79,115],"employing":[80],"advanced":[81],"Generative":[82,88,95],"Artificial":[83],"Intelligence":[84],"(AI)":[85],"techniques":[86,103],"i.e.,":[87],"Adversarial":[89,96],"(GANs)":[91],"Enhanced":[93],"Super-Resolution":[94],"(ESRGAN),":[98],"for":[99,109,148,152,188],"augmentation.":[100],"These":[101],"generative":[102,186],"are":[104],"carefully":[105],"evaluated":[106],"compared":[108],"their":[110],"effectiveness.":[111],"Our":[112,180],"CNN-based":[113,194],"approach":[114],"aggregating":[116],"results":[117],"multiple":[119],"transfer":[120,195],"learning":[121,196],"models,":[122],"including":[123],"VGG16,":[124,168],"VGG19,":[125,169],"SVM":[126,171],"along":[127],"with":[128],"hybrid":[130,156],"model":[131,158],"in":[132,198],"combination":[133],"VGG19":[135],"SVM.":[137],"On":[138,165],"2019,":[140],"we":[141],"have":[142],"achieved":[143],"promising":[144],"accuracies":[145,173],"92%":[147],"VGG16":[149],"93%":[151],"VGG19.":[153],"Notably,":[154],"VGG19+SVM":[157],"exhibits":[159],"highest":[161],"accuracy":[162],"96%.":[164],"2020,":[167],"achieves":[172],"90%,":[175],"92%,":[176,178],"respectively.":[179],"findings":[181],"underscore":[182],"potential":[184],"AI":[187],"augmentation,":[189],"efficacy":[192],"models":[197],"improving":[199],"classification":[202],"accuracy.":[203]},"counts_by_year":[{"year":2026,"cited_by_count":19},{"year":2025,"cited_by_count":36},{"year":2024,"cited_by_count":11}],"updated_date":"2026-08-08T07:41:36.138363","created_date":"2025-10-10T00:00:00"}
