{"id":"https://openalex.org/W4415768204","doi":"https://doi.org/10.30572/2018/kje/160406","title":"DETECTION OF HAIR FALL AND SCALP DISORDERS THROUGH ML AND IMAGE PROCESSING","display_name":"DETECTION OF HAIR FALL AND SCALP DISORDERS THROUGH ML AND IMAGE PROCESSING","publication_year":2025,"publication_date":"2025-11-01","ids":{"openalex":"https://openalex.org/W4415768204","doi":"https://doi.org/10.30572/2018/kje/160406"},"language":"en","primary_location":{"id":"doi:10.30572/2018/kje/160406","doi":"https://doi.org/10.30572/2018/kje/160406","is_oa":true,"landing_page_url":"https://doi.org/10.30572/2018/kje/160406","pdf_url":"https://journal.uokufa.edu.iq/index.php/kje/article/download/15935/15983","source":{"id":"https://openalex.org/S4210197273","display_name":"Kufa Journal of Engineering","issn_l":"2071-5528","issn":["2071-5528","2523-0018"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310319162","host_organization_name":"University of Kufa","host_organization_lineage":["https://openalex.org/P4310319162"],"host_organization_lineage_names":["University of Kufa"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Kufa Journal of Engineering","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://journal.uokufa.edu.iq/index.php/kje/article/download/15935/15983","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120216842","display_name":"Nagesh","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I119668213","display_name":"Karunya University","ror":"https://ror.org/03k23nv15","country_code":"IN","type":"education","lineage":["https://openalex.org/I119668213"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Nagesh","raw_affiliation_strings":["Karunya Institute of Technology and Sciences,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Karunya Institute of Technology and Sciences,India","institution_ids":["https://openalex.org/I119668213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003233838","display_name":"R. Priscilla Joy","orcid":"https://orcid.org/0000-0001-5778-8415","observed_orcids":["https://orcid.org/0000-0001-5778-8415"]},"institutions":[{"id":"https://openalex.org/I119668213","display_name":"Karunya University","ror":"https://ror.org/03k23nv15","country_code":"IN","type":"education","lineage":["https://openalex.org/I119668213"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Dr.Priscilla Joy","raw_affiliation_strings":["Assistant Professor, Karunya Institute of Technology and Sciences, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Assistant Professor, Karunya Institute of Technology and Sciences, India","institution_ids":["https://openalex.org/I119668213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081746752","display_name":"Immanuel Johnraja Jebadurai","orcid":"https://orcid.org/0000-0002-8548-3333","observed_orcids":["https://orcid.org/0000-0002-8548-3333"]},"institutions":[{"id":"https://openalex.org/I119668213","display_name":"Karunya University","ror":"https://ror.org/03k23nv15","country_code":"IN","type":"education","lineage":["https://openalex.org/I119668213"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Dr. Immanuel Johnraja Jebadurai","raw_affiliation_strings":["Professor, Karunya Institute of Technology and Sciences, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Professor, Karunya Institute of Technology and Sciences, India","institution_ids":["https://openalex.org/I119668213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011757730","display_name":"J. Samson Immanuel","orcid":"https://orcid.org/0000-0002-5667-1204","observed_orcids":["https://orcid.org/0000-0002-5667-1204"]},"institutions":[{"id":"https://openalex.org/I119668213","display_name":"Karunya University","ror":"https://ror.org/03k23nv15","country_code":"IN","type":"education","lineage":["https://openalex.org/I119668213"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Dr. Jebakumar Immanuel","raw_affiliation_strings":["Assistant Professor, Karunya Institute of Technology and Sciences, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Assistant Professor, Karunya Institute of Technology and Sciences, India","institution_ids":["https://openalex.org/I119668213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I119668213"],"apc_list":null,"apc_paid":null,"fwci":0.7788,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.64549405,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"16","issue":"4","first_page":"125","last_page":"133"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11167","display_name":"Hair Growth and Disorders","score":0.4133000075817108,"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/T11167","display_name":"Hair Growth and Disorders","score":0.4133000075817108,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.20200000703334808,"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"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.06520000100135803,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/alopecia","display_name":"hair loss","score":0.9959999918937683},{"id":"https://openalex.org/keywords/scalp-disorders","display_name":"scalp disorders","score":0.9580000042915344},{"id":"https://openalex.org/keywords/psoriasis","display_name":"psoriasis","score":0.9959999918937683},{"id":"https://openalex.org/keywords/folliculitis","display_name":"folliculitis","score":0.9990000128746033},{"id":"https://openalex.org/keywords/convolutional-neural-networks","display_name":"convolutional neural networks","score":0.8529999852180481},{"id":"https://openalex.org/keywords/image-preprocessing","display_name":"image preprocessing","score":0.6489999890327454},{"id":"https://openalex.org/keywords/data-augmentation","display_name":"data augmentation","score":0.7760000228881836}],"concepts":[{"id":"https://openalex.org/C2778515351","wikidata":"https://www.wikidata.org/wiki/Q9622","display_name":"Scalp","level":2,"score":0.8894000053405762},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5461999773979187},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.5392000079154968},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5249000191688538},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5009999871253967},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4607999920845032},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.3968999981880188},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.37059998512268066},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.35260000824928284},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.35249999165534973},{"id":"https://openalex.org/C53533937","wikidata":"https://www.wikidata.org/wiki/Q185020","display_name":"Histogram","level":3,"score":0.34290000796318054},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.29499998688697815},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2946000099182129},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.25450000166893005},{"id":"https://openalex.org/C2776360568","wikidata":"https://www.wikidata.org/wiki/Q2697787","display_name":"Hair loss","level":2,"score":0.2515000104904175},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.2506999969482422}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.30572/2018/kje/160406","doi":"https://doi.org/10.30572/2018/kje/160406","is_oa":true,"landing_page_url":"https://doi.org/10.30572/2018/kje/160406","pdf_url":"https://journal.uokufa.edu.iq/index.php/kje/article/download/15935/15983","source":{"id":"https://openalex.org/S4210197273","display_name":"Kufa Journal of Engineering","issn_l":"2071-5528","issn":["2071-5528","2523-0018"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310319162","host_organization_name":"University of Kufa","host_organization_lineage":["https://openalex.org/P4310319162"],"host_organization_lineage_names":["University of Kufa"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Kufa Journal of Engineering","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:dbd142f1a2ec4a0bae99f4f41c90b4bc","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/dbd142f1a2ec4a0bae99f4f41c90b4bc","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,"listed_in":[],"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":"Mag\u0306allat\u0308 Al-ku\u0304fat\u0308 Al-handasiyyat\u0308, Vol 16, Iss 04, Pp 125-133 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.30572/2018/kje/160406","doi":"https://doi.org/10.30572/2018/kje/160406","is_oa":true,"landing_page_url":"https://doi.org/10.30572/2018/kje/160406","pdf_url":"https://journal.uokufa.edu.iq/index.php/kje/article/download/15935/15983","source":{"id":"https://openalex.org/S4210197273","display_name":"Kufa Journal of Engineering","issn_l":"2071-5528","issn":["2071-5528","2523-0018"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310319162","host_organization_name":"University of Kufa","host_organization_lineage":["https://openalex.org/P4310319162"],"host_organization_lineage_names":["University of Kufa"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Kufa Journal of Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.8048999905586243,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415768204.pdf","grobid_xml":"https://content.openalex.org/works/W4415768204.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4313483370","https://openalex.org/W6893196276","https://openalex.org/W4403863830","https://openalex.org/W4411584234","https://openalex.org/W7220459183","https://openalex.org/W4411215565","https://openalex.org/W4385849161","https://openalex.org/W4410295422","https://openalex.org/W7202094934","https://openalex.org/W4392014551"],"abstract_inverted_index":{"Hair":[0],"loss":[1],"impacts":[2],"approximately":[3],"80":[4],"million":[5],"people":[6],"in":[7,43],"the":[8,60,93,158],"United":[9],"States":[10],"and":[11,21,30,38,55,73,83,99,109,129,139,166],"arises":[12],"from":[13,87],"factors":[14],"such":[15,103],"as":[16,104],"aging,":[17],"genetic":[18],"predisposition,":[19],"stress,":[20],"medication.":[22],"In":[23],"many":[24],"cases,":[25],"early":[26],"signs":[27],"of":[28,62,127,133,160],"scalp":[29,69,97,147,167],"hair":[31,165],"disorders":[32],"remain":[33],"unnoticed,":[34],"delaying":[35],"timely":[36],"diagnosis":[37],"treatment.":[39],"Neural":[40,115],"networks,":[41],"particularly":[42],"image-based":[44],"diagnostics,":[45],"have":[46],"shown":[47],"great":[48],"promise":[49],"across":[50,141],"medical":[51],"domains,":[52],"including":[53],"oncology":[54],"dermatology.":[56],"This":[57],"research":[58],"investigates":[59],"application":[61],"deep":[63],"learning":[64],"for":[65,164],"identifying":[66],"three":[67],"major":[68],"conditions:":[70],"alopecia,":[71],"psoriasis,":[72],"folliculitis.":[74],"Major":[75],"challenges":[76],"included":[77],"limited":[78],"literature,":[79],"a":[80,124,130,145],"small":[81],"dataset,":[82,122],"non-uniform":[84],"image":[85],"quality":[86],"online":[88],"sources.":[89],"To":[90],"address":[91],"these,":[92],"study":[94],"compiled":[95],"150":[96],"images":[98],"employed":[100],"preprocessing":[101],"techniques":[102],"denoising,":[105],"histogram":[106],"equalization,":[107],"augmentation,":[108],"class":[110],"balancing.":[111],"A":[112],"two-dimensional":[113],"Convolutional":[114],"Network":[116],"(CNN)":[117],"was":[118,150],"trained":[119],"on":[120],"this":[121],"achieving":[123],"training":[125],"accuracy":[126,132],"96.2%":[128],"validation":[131],"91.1%,":[134],"with":[135],"consistently":[136],"high":[137],"precision":[138],"recall":[140],"all":[142],"classes.":[143],"Additionally,":[144],"new":[146],"scan":[148],"dataset":[149],"introduced":[151],"to":[152,157],"support":[153],"future":[154],"research,":[155],"contributing":[156],"development":[159],"AI-driven":[161],"diagnostic":[162],"tools":[163],"health":[168],"assessment":[169]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-10-14T16:39:01.820549","created_date":"2025-11-01T00:00:00"}
