{"id":"https://openalex.org/W4389332131","doi":"https://doi.org/10.1109/access.2023.3339635","title":"Deep Learning-Based Dermatological Condition Detection: A Systematic Review With Recent Methods, Datasets, Challenges, and Future Directions","display_name":"Deep Learning-Based Dermatological Condition Detection: A Systematic Review With Recent Methods, Datasets, Challenges, and Future Directions","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4389332131","doi":"https://doi.org/10.1109/access.2023.3339635"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3339635","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3339635","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10342692.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":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10342692.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021863859","display_name":"Stephanie Noronha","orcid":"https://orcid.org/0009-0004-9865-704X"},"institutions":[{"id":"https://openalex.org/I29563240","display_name":"Gujarat Technological University","ror":"https://ror.org/059x8vm09","country_code":"IN","type":"education","lineage":["https://openalex.org/I29563240"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Stephanie S. Noronha","raw_affiliation_strings":["Computer Engineering Department, Gujarat Technological University, Chandkheda, Ahmedabad, India"],"raw_orcid":"https://orcid.org/0009-0004-9865-704X","affiliations":[{"raw_affiliation_string":"Computer Engineering Department, Gujarat Technological University, Chandkheda, Ahmedabad, India","institution_ids":["https://openalex.org/I29563240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090455704","display_name":"Mayuri A. Mehta","orcid":"https://orcid.org/0000-0002-8037-1949"},"institutions":[{"id":"https://openalex.org/I42014448","display_name":"Sardar Vallabhbhai National Institute of Technology Surat","ror":"https://ror.org/02y394t43","country_code":"IN","type":"education","lineage":["https://openalex.org/I42014448"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Mayuri A. Mehta","raw_affiliation_strings":["Computer Engineering Department, Sarvajanik College of Engineering and Technology, Surat, India"],"raw_orcid":"https://orcid.org/0000-0002-8037-1949","affiliations":[{"raw_affiliation_string":"Computer Engineering Department, Sarvajanik College of Engineering and Technology, Surat, India","institution_ids":["https://openalex.org/I42014448"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054095505","display_name":"Dweepna Garg","orcid":"https://orcid.org/0000-0002-6376-8346"},"institutions":[{"id":"https://openalex.org/I33459947","display_name":"Charotar University of Science and Technology","ror":"https://ror.org/0442pkv24","country_code":"IN","type":"education","lineage":["https://openalex.org/I33459947"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Dweepna Garg","raw_affiliation_strings":["Department of Computer Engineering, Devang Patel Institute of Advance Technology and Research (DEPSTAR), Charotar University of Science and Technology (CHARUSAT), Changa, Anand, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Devang Patel Institute of Advance Technology and Research (DEPSTAR), Charotar University of Science and Technology (CHARUSAT), Changa, Anand, India","institution_ids":["https://openalex.org/I33459947"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077770842","display_name":"Ketan Kotecha","orcid":"https://orcid.org/0000-0003-2653-3780"},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ketan Kotecha","raw_affiliation_strings":["Symbiosis Centre for Applied Artificial Intelligence, Symbiosis International (Deemed University), Pune, India"],"raw_orcid":"https://orcid.org/0000-0003-2653-3780","affiliations":[{"raw_affiliation_string":"Symbiosis Centre for Applied Artificial Intelligence, Symbiosis International (Deemed University), Pune, India","institution_ids":["https://openalex.org/I244572783"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087542455","display_name":"Ajith Abraham","orcid":"https://orcid.org/0000-0002-0169-6738"},"institutions":[{"id":"https://openalex.org/I3129773123","display_name":"Bennett University","ror":"https://ror.org/00an5hx75","country_code":"IN","type":"education","lineage":["https://openalex.org/I3129773123"]},{"id":"https://openalex.org/I4210116741","display_name":"Innopolis University","ror":"https://ror.org/02b7jh107","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210116741"]}],"countries":["IN","RU"],"is_corresponding":false,"raw_author_name":"Ajith Abraham","raw_affiliation_strings":["School of Computer Science Engineering and Technology, Bennett University, Greater Noida, Uttar Pradesh, India","Center for Artificial Intelligence, Innopolis University, Innopolis, Republic of Tatarstan, Russia"],"raw_orcid":"https://orcid.org/0000-0002-0169-6738","affiliations":[{"raw_affiliation_string":"School of Computer Science Engineering and Technology, Bennett University, Greater Noida, Uttar Pradesh, India","institution_ids":["https://openalex.org/I3129773123"]},{"raw_affiliation_string":"Center for Artificial Intelligence, Innopolis University, Innopolis, Republic of Tatarstan, Russia","institution_ids":["https://openalex.org/I4210116741"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"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":3.8933,"has_fulltext":true,"cited_by_count":46,"citation_normalized_percentile":{"value":0.95907473,"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":"140348","last_page":"140381"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9995999932289124,"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":0.9995999932289124,"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":0.9891999959945679,"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/T12357","display_name":"Digital Media Forensic Detection","score":0.9301000237464905,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/dermatology","display_name":"Dermatology","score":0.780897855758667},{"id":"https://openalex.org/keywords/seborrheic-keratosis","display_name":"Seborrheic keratosis","score":0.745281457901001},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.6542226076126099},{"id":"https://openalex.org/keywords/acne","display_name":"Acne","score":0.5630331039428711},{"id":"https://openalex.org/keywords/dermatological-diseases","display_name":"Dermatological diseases","score":0.5145013332366943},{"id":"https://openalex.org/keywords/actinic-keratosis","display_name":"Actinic keratosis","score":0.4771817922592163},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.41459837555885315},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.31125327944755554},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.26644542813301086},{"id":"https://openalex.org/keywords/basal-cell","display_name":"Basal cell","score":0.24774277210235596},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.1764642894268036}],"concepts":[{"id":"https://openalex.org/C16005928","wikidata":"https://www.wikidata.org/wiki/Q171171","display_name":"Dermatology","level":1,"score":0.780897855758667},{"id":"https://openalex.org/C2777845685","wikidata":"https://www.wikidata.org/wiki/Q2166371","display_name":"Seborrheic keratosis","level":2,"score":0.745281457901001},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6542226076126099},{"id":"https://openalex.org/C2777673923","wikidata":"https://www.wikidata.org/wiki/Q79928","display_name":"Acne","level":2,"score":0.5630331039428711},{"id":"https://openalex.org/C2909963953","wikidata":"https://www.wikidata.org/wiki/Q171171","display_name":"Dermatological diseases","level":2,"score":0.5145013332366943},{"id":"https://openalex.org/C2777873816","wikidata":"https://www.wikidata.org/wiki/Q422225","display_name":"Actinic keratosis","level":3,"score":0.4771817922592163},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.41459837555885315},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31125327944755554},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.26644542813301086},{"id":"https://openalex.org/C3019992690","wikidata":"https://www.wikidata.org/wiki/Q92767510","display_name":"Basal cell","level":2,"score":0.24774277210235596},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.1764642894268036}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2023.3339635","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3339635","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10342692.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:828ff8317244499493cc30cabc5fe1b9","is_oa":true,"landing_page_url":"https://doaj.org/article/828ff8317244499493cc30cabc5fe1b9","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 140348-140381 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3339635","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3339635","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10342692.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":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320319755","display_name":"Analytical Center for the Government of the Russian Federation","ror":null},{"id":"https://openalex.org/F4320330527","display_name":"Innopolis University","ror":"https://ror.org/02b7jh107"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4389332131.pdf","grobid_xml":"https://content.openalex.org/works/W4389332131.grobid-xml"},"referenced_works_count":97,"referenced_works":["https://openalex.org/W1591717158","https://openalex.org/W1886661140","https://openalex.org/W1970161204","https://openalex.org/W2006607153","https://openalex.org/W2028140761","https://openalex.org/W2068864197","https://openalex.org/W2104095591","https://openalex.org/W2160988670","https://openalex.org/W2257438637","https://openalex.org/W2294868278","https://openalex.org/W2401520370","https://openalex.org/W2564977861","https://openalex.org/W2751274270","https://openalex.org/W2751723768","https://openalex.org/W2768673271","https://openalex.org/W2786147899","https://openalex.org/W2788686457","https://openalex.org/W2792411327","https://openalex.org/W2806853752","https://openalex.org/W2940790545","https://openalex.org/W2949648625","https://openalex.org/W2952190401","https://openalex.org/W2953595166","https://openalex.org/W2963258365","https://openalex.org/W2963883574","https://openalex.org/W2966905935","https://openalex.org/W2968058863","https://openalex.org/W2969790209","https://openalex.org/W2977323083","https://openalex.org/W2989676283","https://openalex.org/W2990578066","https://openalex.org/W2991430586","https://openalex.org/W2994842153","https://openalex.org/W2995325438","https://openalex.org/W2995760317","https://openalex.org/W2999337073","https://openalex.org/W3004882697","https://openalex.org/W3005621234","https://openalex.org/W3007110023","https://openalex.org/W3013387448","https://openalex.org/W3015806114","https://openalex.org/W3018165536","https://openalex.org/W3025830737","https://openalex.org/W3034215662","https://openalex.org/W3040690484","https://openalex.org/W3081394769","https://openalex.org/W3083936175","https://openalex.org/W3090043060","https://openalex.org/W3091129043","https://openalex.org/W3100003598","https://openalex.org/W3100887207","https://openalex.org/W3105980361","https://openalex.org/W3118471509","https://openalex.org/W3120894151","https://openalex.org/W3155556844","https://openalex.org/W3156313549","https://openalex.org/W3158261327","https://openalex.org/W3162430225","https://openalex.org/W3165685657","https://openalex.org/W3196308418","https://openalex.org/W3197622673","https://openalex.org/W3199013370","https://openalex.org/W3205397045","https://openalex.org/W3213934395","https://openalex.org/W4205454803","https://openalex.org/W4210889954","https://openalex.org/W4220678321","https://openalex.org/W4220721976","https://openalex.org/W4221027191","https://openalex.org/W4221053294","https://openalex.org/W4221078717","https://openalex.org/W4221086917","https://openalex.org/W4223903337","https://openalex.org/W4283723257","https://openalex.org/W4292263242","https://openalex.org/W4292830232","https://openalex.org/W4297851380","https://openalex.org/W4298858070","https://openalex.org/W4304693539","https://openalex.org/W4308889883","https://openalex.org/W4308981481","https://openalex.org/W4309720650","https://openalex.org/W4309880580","https://openalex.org/W4311304837","https://openalex.org/W4312416511","https://openalex.org/W4313585330","https://openalex.org/W4317770553","https://openalex.org/W4318570566","https://openalex.org/W4318825001","https://openalex.org/W4320492826","https://openalex.org/W4327565213","https://openalex.org/W4362665647","https://openalex.org/W4377291647","https://openalex.org/W4381988468","https://openalex.org/W6761116222","https://openalex.org/W6794713880","https://openalex.org/W7017445204"],"related_works":["https://openalex.org/W2122667058","https://openalex.org/W2025195385","https://openalex.org/W2225096052","https://openalex.org/W3045330656","https://openalex.org/W2359432344","https://openalex.org/W3123124893","https://openalex.org/W4300743174","https://openalex.org/W2888209613","https://openalex.org/W2361925403","https://openalex.org/W2076304420"],"abstract_inverted_index":{"Dermatological":[0],"conditions":[1,32,78,95,212],"are":[2,90],"a":[3],"global":[4],"health":[5],"concern":[6],"affecting":[7],"all":[8],"age":[9],"groups.":[10],"They":[11],"encompass":[12],"various":[13],"skin":[14,37,117,128],"issues":[15],"such":[16,96],"as":[17,97],"rashes,":[18],"moles,":[19],"acne,":[20,109],"blisters,":[21],"hives,":[22,114],"nodules,":[23],"cysts,":[24],"macules,":[25],"and":[26,39,47,60,127,139,192,213],"papules.":[27],"Early":[28],"diagnosis":[29],"of":[30,62,86,154,165,177,184],"dermatological":[31,63,77,94,137,157,185,211],"is":[33,168],"crucial":[34],"to":[35,92,216],"prevent":[36],"damage":[38],"chronic":[40],"diseases.":[41],"Recent":[42],"advancements":[43,204],"in":[44,205,222],"artificial":[45],"intelligence":[46],"medical":[48],"image":[49],"processing,":[50],"particularly":[51],"through":[52],"deep":[53,72,155,206],"learning,":[54],"have":[55,149],"significantly":[56],"improved":[57],"the":[58,140,152,162,175,178,202],"precision":[59],"efficiency":[61],"disease":[64],"detection":[65,159,183,208],"by":[66],"dermatologists.":[67],"This":[68,197],"paper":[69,173],"thoroughly":[70],"examines":[71],"learning-based":[73,156,207],"methods":[74,88,135,167,209],"for":[75,136,142,181,210],"detecting":[76],"from":[79],"dermoscopic":[80],"images.":[81],"Specifically,":[82],"it":[83,188],"presents":[84,189],"study":[85],"22":[87],"that":[89],"used":[91],"detect":[93],"basal":[98],"cell":[99],"carcinoma,":[100],"melanocytic":[101],"nevus,":[102],"seborrheic":[103],"keratosis,":[104,107],"psoriasis,":[105],"benign":[106],"melanoma,":[108],"cold":[110],"sore,":[111],"warts,":[112],"eczema,":[113],"shingles,":[115],"scar,":[116],"tag,":[118],"inflammatory":[119],"hyper":[120],"pigment,":[121],"cyst,":[122],"dark":[123],"circle,":[124],"blackhead,":[125],"burn":[126],"rash.":[129],"It":[130],"also":[131,150],"covers":[132],"clinical":[133],"diagnostic":[134],"conditions,":[138],"need":[141],"computer-aided":[143,182],"diagnosis.":[144],"In":[145,170],"this":[146,172,223],"paper,":[147],"we":[148],"proposed":[151],"categorization":[153],"condition":[158],"methods.":[160],"Moreover,":[161],"comprehensive":[163],"summary":[164],"these":[166],"presented.":[169],"addition,":[171],"summarizes":[174],"majority":[176],"datasets":[179],"available":[180],"conditions.":[186],"Furthermore,":[187],"enormous":[190],"challenges":[191],"potential":[193],"future":[194],"research":[195],"directions.":[196],"survey":[198],"informs":[199],"researchers":[200],"about":[201],"latest":[203],"allows":[214],"dermatologists":[215],"stay":[217],"updated":[218],"on":[219],"technological":[220],"breakthroughs":[221],"area.":[224]},"counts_by_year":[{"year":2026,"cited_by_count":13},{"year":2025,"cited_by_count":20},{"year":2024,"cited_by_count":13}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}