{"id":"https://openalex.org/W4382813156","doi":"https://doi.org/10.1186/s13640-023-00607-y","title":"Studies in differentiating psoriasis from other dermatoses using small data set and transfer learning","display_name":"Studies in differentiating psoriasis from other dermatoses using small data set and transfer learning","publication_year":2023,"publication_date":"2023-05-15","ids":{"openalex":"https://openalex.org/W4382813156","doi":"https://doi.org/10.1186/s13640-023-00607-y"},"language":"en","primary_location":{"id":"doi:10.1186/s13640-023-00607-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13640-023-00607-y","pdf_url":"https://jivp-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13640-023-00607-y","source":{"id":"https://openalex.org/S153767265","display_name":"EURASIP Journal on Image and Video Processing","issn_l":"1687-5176","issn":["1687-5176","1687-5281"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Image and Video Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://jivp-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13640-023-00607-y","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030284664","display_name":"Mariusz Nieniewski","orcid":"https://orcid.org/0000-0002-2025-5567"},"institutions":[{"id":"https://openalex.org/I34250744","display_name":"University of \u0141\u00f3d\u017a","ror":"https://ror.org/05cq64r17","country_code":"PL","type":"education","lineage":["https://openalex.org/I34250744"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Mariusz Nieniewski","raw_affiliation_strings":["Faculty of Mathematics and Informatics, University of Lodz, ul. Banacha 22, 90-238, Lodz, Poland"],"raw_orcid":"https://orcid.org/0000-0002-2025-5567","affiliations":[{"raw_affiliation_string":"Faculty of Mathematics and Informatics, University of Lodz, ul. Banacha 22, 90-238, Lodz, Poland","institution_ids":["https://openalex.org/I34250744"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026255453","display_name":"Leszek J. Chmielewski","orcid":"https://orcid.org/0000-0002-9725-2479"},"institutions":[{"id":"https://openalex.org/I170230895","display_name":"Warsaw University of Life Sciences","ror":"https://ror.org/05srvzs48","country_code":"PL","type":"education","lineage":["https://openalex.org/I170230895"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Leszek J. Chmielewski","raw_affiliation_strings":["Institute of Information Technology, Warsaw University of Life Sciences, SGGW, ul. Nowoursynowska 159, 02-775, Warsaw, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Information Technology, Warsaw University of Life Sciences, SGGW, ul. Nowoursynowska 159, 02-775, Warsaw, Poland","institution_ids":["https://openalex.org/I170230895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007679490","display_name":"Sebastian Patrzyk","orcid":"https://orcid.org/0000-0002-1807-8792"},"institutions":[{"id":"https://openalex.org/I4210122071","display_name":"Medical University of Lodz","ror":"https://ror.org/02t4ekc95","country_code":"PL","type":"education","lineage":["https://openalex.org/I4210122071"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Sebastian Patrzyk","raw_affiliation_strings":["Department of Dermatology and Venereology, Medical University of Lodz, plac Hallera 1, 90-647, Lodz, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Dermatology and Venereology, Medical University of Lodz, plac Hallera 1, 90-647, Lodz, Poland","institution_ids":["https://openalex.org/I4210122071"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073192103","display_name":"Anna Wo\u017aniacka","orcid":"https://orcid.org/0000-0003-3698-960X"},"institutions":[{"id":"https://openalex.org/I4210122071","display_name":"Medical University of Lodz","ror":"https://ror.org/02t4ekc95","country_code":"PL","type":"education","lineage":["https://openalex.org/I4210122071"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Anna Wo\u017aniacka","raw_affiliation_strings":["Department of Dermatology and Venereology, Medical University of Lodz, plac Hallera 1, 90-647, Lodz, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Dermatology and Venereology, Medical University of Lodz, plac Hallera 1, 90-647, Lodz, Poland","institution_ids":["https://openalex.org/I4210122071"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5030284664"],"corresponding_institution_ids":["https://openalex.org/I34250744"],"apc_list":{"value":1665,"currency":"USD","value_usd":1665},"apc_paid":{"value":1665,"currency":"USD","value_usd":1665},"fwci":1.5924,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.84969662,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"2023","issue":"1","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":0.9980999827384949,"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":0.9980999827384949,"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/T10469","display_name":"Psoriasis: Treatment and Pathogenesis","score":0.9814000129699707,"subfield":{"id":"https://openalex.org/subfields/2403","display_name":"Immunology"},"field":{"id":"https://openalex.org/fields/24","display_name":"Immunology and Microbiology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11452","display_name":"Oral Health Pathology and Treatment","score":0.9567000269889832,"subfield":{"id":"https://openalex.org/subfields/3506","display_name":"Periodontics"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7142435908317566},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6791919469833374},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6082698106765747},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.5802977085113525},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5682267546653748},{"id":"https://openalex.org/keywords/psoriasis","display_name":"Psoriasis","score":0.5377902984619141},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5208823680877686},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.49217429757118225},{"id":"https://openalex.org/keywords/extractor","display_name":"Extractor","score":0.46045568585395813},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4475105106830597},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18413585424423218},{"id":"https://openalex.org/keywords/dermatology","display_name":"Dermatology","score":0.17334529757499695}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7142435908317566},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6791919469833374},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6082698106765747},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.5802977085113525},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5682267546653748},{"id":"https://openalex.org/C2780564577","wikidata":"https://www.wikidata.org/wiki/Q179945","display_name":"Psoriasis","level":2,"score":0.5377902984619141},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5208823680877686},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.49217429757118225},{"id":"https://openalex.org/C117978034","wikidata":"https://www.wikidata.org/wiki/Q5422192","display_name":"Extractor","level":2,"score":0.46045568585395813},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4475105106830597},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18413585424423218},{"id":"https://openalex.org/C16005928","wikidata":"https://www.wikidata.org/wiki/Q171171","display_name":"Dermatology","level":1,"score":0.17334529757499695},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C21880701","wikidata":"https://www.wikidata.org/wiki/Q2144042","display_name":"Process engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s13640-023-00607-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13640-023-00607-y","pdf_url":"https://jivp-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13640-023-00607-y","source":{"id":"https://openalex.org/S153767265","display_name":"EURASIP Journal on Image and Video Processing","issn_l":"1687-5176","issn":["1687-5176","1687-5281"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Image and Video Processing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:36a8f31c5b2842dbbcdc8cdcf8e53eec","is_oa":true,"landing_page_url":"https://doaj.org/article/36a8f31c5b2842dbbcdc8cdcf8e53eec","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":"EURASIP Journal on Image and Video Processing, Vol 2023, Iss 1, Pp 1-20 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13640-023-00607-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13640-023-00607-y","pdf_url":"https://jivp-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13640-023-00607-y","source":{"id":"https://openalex.org/S153767265","display_name":"EURASIP Journal on Image and Video Processing","issn_l":"1687-5176","issn":["1687-5176","1687-5281"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Image and Video Processing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6200000047683716,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320323344","display_name":"Uniwersytet \u0141\u00f3dzki","ror":"https://ror.org/05cq64r17"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4382813156.pdf","grobid_xml":"https://content.openalex.org/works/W4382813156.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W1480009832","https://openalex.org/W1996828958","https://openalex.org/W1996892731","https://openalex.org/W2100922564","https://openalex.org/W2168113750","https://openalex.org/W2168285151","https://openalex.org/W2277483359","https://openalex.org/W2725990500","https://openalex.org/W2758981874","https://openalex.org/W2787894218","https://openalex.org/W2798938258","https://openalex.org/W2888155926","https://openalex.org/W2891858760","https://openalex.org/W2911734817","https://openalex.org/W2956154093","https://openalex.org/W2971189227","https://openalex.org/W3038835370","https://openalex.org/W3148908072","https://openalex.org/W3178203843","https://openalex.org/W3202063386","https://openalex.org/W3212315493","https://openalex.org/W4200453770","https://openalex.org/W4243510370","https://openalex.org/W6675354045"],"related_works":["https://openalex.org/W4210767205","https://openalex.org/W2418145303","https://openalex.org/W2391784904","https://openalex.org/W3141979996","https://openalex.org/W2953302367","https://openalex.org/W2945706271","https://openalex.org/W4387435415","https://openalex.org/W2114169842","https://openalex.org/W2535808783","https://openalex.org/W3183408266"],"abstract_inverted_index":{"Abstract":[0],"Psoriasis":[1],"is":[2,77,151,176,195,212,222,236,241,252,278],"a":[3,45,52,78,102,196],"common":[4],"skin":[5,31],"disorder":[6],"that":[7,177,258],"should":[8],"be":[9,20,263],"differentiated":[10],"from":[11,129,164],"other":[12,145],"dermatoses":[13],"if":[14],"an":[15,229],"effective":[16],"treatment":[17],"has":[18],"to":[19,51,57,168,228,275],"applied.":[21],"Regions":[22],"of":[23,29,73,82,105,113,136,141,147,154,171,206,250,268],"Interests,":[24],"or":[25,191],"scans":[26,112,135,226],"for":[27,157,247,265],"short,":[28],"diseased":[30],"are":[32,55,108,127,133,181],"processed":[33],"by":[34],"the":[35,58,74,92,111,148,152,160,178,207,225,239,248,259],"VGG16":[36],"(or":[37],"VGG19)":[38],"deep":[39],"convolutional":[40],"neural":[41,161],"network":[42],"operating":[43],"as":[44],"feature":[46],"extractor.":[47],"1280":[48],"features":[49],"related":[50],"given":[53],"scan":[54],"passed":[56],"Support":[59],"Vector":[60],"Machine":[61],"(SVM)":[62],"classifier":[63],"using":[64],"Radial":[65],"Basis":[66],"Functions":[67],"(RBF)":[68],"kernels.":[69],"The":[70,144,173,209,232,243],"main":[71],"quality":[72,146,175],"described":[75,149,260],"setup":[76,150],"very":[79],"small":[80],"number":[81,104],"75":[83,87],"psoriasis":[84,137],"patients":[85,89,138],"and":[86,94,139,218,238],"non-psoriasis":[88,142],"used":[90],"in":[91,199,271],"teaching":[93],"testing":[95],"sets":[96],"taken":[97],"together.":[98],"For":[99],"each":[100],"patient,":[101],"variable":[103],"clinical":[106,169],"images":[107,170,180],"taken.":[109],"Then,":[110],"size":[114],"$$256":[115],"\\times":[116],"256$$":[117],"<mml:math":[118],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\">":[119],"<mml:mrow>":[120],"<mml:mn>256</mml:mn>":[121,123],"<mml:mo>\u00d7</mml:mo>":[122],"</mml:mrow>":[124],"</mml:math>":[125],"pixels":[126],"cropped":[128],"these":[130],"images.":[131],"There":[132],"1988":[134],"1582":[140],"patients.":[143],"use":[153],"transfer":[155],"learning":[156],"carrying":[158],"over":[159],"network\u2019s":[162],"weights":[163],"non-medical":[165],"domain":[166],"(ImageNet)":[167],"dermatoses.":[172],"next":[174],"input":[179],"obtained":[182,233],"with":[183],"smart":[184],"phone":[185],"cameras":[186],"without":[187],"any":[188],"special":[189],"arrangements":[190],"equipment,":[192],"so":[193],"there":[194],"great":[197],"variability":[198],"working":[200],"conditions,":[201],"which":[202],"hampers":[203],"discriminative":[204],"power":[205],"classifier.":[208],"primary":[210],"classification":[211],"carried":[213],"out":[214],"on":[215],"individual":[216,230],"scans,":[217],"then,":[219],"majority":[220],"voting":[221],"executed":[223],"among":[224],"pertaining":[227],"patient.":[231],"recall":[234],"(sensitivity)":[235],"85.33%,":[237],"precision":[240],"82.58%.":[242],"95%":[244],"confidence":[245],"interval":[246],"accuracy":[249],"80.08%":[251],"[77.14,":[253],"83.04]%.":[254],"These":[255],"numbers":[256],"indicate":[257],"system":[261],"can":[262],"useful":[264],"remote":[266],"diagnosing":[267],"psoriasis,":[269],"particularly":[270],"areas":[272],"where":[273],"access":[274],"dermatological":[276],"personnel":[277],"limited.":[279]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":6}],"updated_date":"2026-08-18T07:49:30.821534","created_date":"2025-10-10T00:00:00"}
