{"id":"https://openalex.org/W7213688349","doi":null,"title":"D\u00e9veloppement des m\u00e9thodes d'intelligence artificielle pour le diagnostic automatis\u00e9 des maladies et cancers de la peau","display_name":"D\u00e9veloppement des m\u00e9thodes d'intelligence artificielle pour le diagnostic automatis\u00e9 des maladies et cancers de la peau","publication_year":2026,"publication_date":"2026-05-01","ids":{"openalex":"https://openalex.org/W7213688349"},"language":"fr","primary_location":{"id":"pmh:oai:semaphore.uqar.ca:3626","doi":null,"is_oa":true,"landing_page_url":"https://semaphore.uqar.ca/id/eprint/3626/1/Zakariaou_Mounmie_mai2026.pdf","pdf_url":"https://semaphore.uqar.ca/id/eprint/3626/1/Zakariaou_Mounmie_mai2026.pdf","source":{"id":"https://openalex.org/S4306400309","display_name":"S\u00e9maphore (Universit\u00e9 du Qu\u00e9bec \u00e0 Rimouski)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I182451676","host_organization_name":"Universit\u00e9 du Qu\u00e9bec \u00e0 Rimouski","host_organization_lineage":["https://openalex.org/I182451676"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Th\u00e8se ou m\u00e9moire de l'UQAR"},"volume":null,"type":"other","is_traditional":false,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://semaphore.uqar.ca/id/eprint/3626/1/Zakariaou_Mounmie_mai2026.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5127820647","display_name":"Zakariaou Mounmie","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Mounmie, Zakariaou","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5127820647"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"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":0.8910999894142151,"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":0.8910999894142151,"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":0.09809999912977219,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.006000000052154064,"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/skin-cancer-diagnosis","display_name":"skin cancer diagnosis","score":0.9049999713897705},{"id":"https://openalex.org/keywords/skin-lesion-classification","display_name":"skin lesion classification","score":0.703000009059906},{"id":"https://openalex.org/keywords/dermoscopy","display_name":"dermoscopy","score":0.6779999732971191},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"image segmentation","score":0.7979999780654907},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.6439999938011169},{"id":"https://openalex.org/keywords/hierarchical-classification","display_name":"hierarchical classification","score":0.6159999966621399},{"id":"https://openalex.org/keywords/classifier-combination","display_name":"classifier combination","score":0.8320000171661377},{"id":"https://openalex.org/keywords/fitzpatrick-skin-type","display_name":"Fitzpatrick skin type","score":0.6290000081062317},{"id":"https://openalex.org/keywords/melanoma","display_name":"melanoma","score":0.6000000238418579},{"id":"https://openalex.org/keywords/artificial-intelligence-in-dermatology","display_name":"artificial intelligence in dermatology","score":0.6100000143051147}],"concepts":[{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.3702000081539154},{"id":"https://openalex.org/C29456083","wikidata":"https://www.wikidata.org/wiki/Q1221899","display_name":"Gynecology","level":1,"score":0.36320000886917114},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3156999945640564},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.29809999465942383},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.1889999955892563},{"id":"https://openalex.org/C3018440083","wikidata":"https://www.wikidata.org/wiki/Q11083","display_name":"Colonic disease","level":4,"score":0.15150000154972076},{"id":"https://openalex.org/C3018130915","wikidata":"https://www.wikidata.org/wiki/Q1752284","display_name":"Neoplasm staging","level":3,"score":0.10679999738931656},{"id":"https://openalex.org/C2994223898","wikidata":"https://www.wikidata.org/wiki/Q9625","display_name":"Prostate disease","level":4,"score":0.10220000147819519},{"id":"https://openalex.org/C2993880109","wikidata":"https://www.wikidata.org/wiki/Q1163564","display_name":"Medical screening","level":2,"score":0.10000000149011612},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.08529999852180481}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:semaphore.uqar.ca:3626","doi":null,"is_oa":true,"landing_page_url":"https://semaphore.uqar.ca/id/eprint/3626/1/Zakariaou_Mounmie_mai2026.pdf","pdf_url":"https://semaphore.uqar.ca/id/eprint/3626/1/Zakariaou_Mounmie_mai2026.pdf","source":{"id":"https://openalex.org/S4306400309","display_name":"S\u00e9maphore (Universit\u00e9 du Qu\u00e9bec \u00e0 Rimouski)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I182451676","host_organization_name":"Universit\u00e9 du Qu\u00e9bec \u00e0 Rimouski","host_organization_lineage":["https://openalex.org/I182451676"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Th\u00e8se ou m\u00e9moire de l'UQAR"}],"best_oa_location":{"id":"pmh:oai:semaphore.uqar.ca:3626","doi":null,"is_oa":true,"landing_page_url":"https://semaphore.uqar.ca/id/eprint/3626/1/Zakariaou_Mounmie_mai2026.pdf","pdf_url":"https://semaphore.uqar.ca/id/eprint/3626/1/Zakariaou_Mounmie_mai2026.pdf","source":{"id":"https://openalex.org/S4306400309","display_name":"S\u00e9maphore (Universit\u00e9 du Qu\u00e9bec \u00e0 Rimouski)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I182451676","host_organization_name":"Universit\u00e9 du Qu\u00e9bec \u00e0 Rimouski","host_organization_lineage":["https://openalex.org/I182451676"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Th\u00e8se ou m\u00e9moire de l'UQAR"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.9763000011444092}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7213688349.pdf","grobid_xml":"https://content.openalex.org/works/W7213688349.grobid-xml"},"referenced_works_count":75,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W1901129140","https://openalex.org/W2061253660","https://openalex.org/W2112796928","https://openalex.org/W2139888281","https://openalex.org/W2141023959","https://openalex.org/W2151538727","https://openalex.org/W2346705140","https://openalex.org/W2623166637","https://openalex.org/W2735766064","https://openalex.org/W2890855883","https://openalex.org/W2900364135","https://openalex.org/W2932083555","https://openalex.org/W2949650786","https://openalex.org/W2953747367","https://openalex.org/W2953793731","https://openalex.org/W2954166083","https://openalex.org/W2955308063","https://openalex.org/W2960571991","https://openalex.org/W2963853763","https://openalex.org/W2964121744","https://openalex.org/W2968600287","https://openalex.org/W2979306089","https://openalex.org/W2984969266","https://openalex.org/W2986609444","https://openalex.org/W2990405126","https://openalex.org/W2996717109","https://openalex.org/W3005687118","https://openalex.org/W3014613513","https://openalex.org/W3017917722","https://openalex.org/W3022365663","https://openalex.org/W3028737903","https://openalex.org/W3033426808","https://openalex.org/W3045455855","https://openalex.org/W3048126454","https://openalex.org/W3049146198","https://openalex.org/W3081640014","https://openalex.org/W3091554108","https://openalex.org/W3101344540","https://openalex.org/W3131428516","https://openalex.org/W3133091557","https://openalex.org/W3134452856","https://openalex.org/W3134583656","https://openalex.org/W3157370426","https://openalex.org/W3195373382","https://openalex.org/W3208002538","https://openalex.org/W4206626505","https://openalex.org/W4226157573","https://openalex.org/W4252617674","https://openalex.org/W4280492604","https://openalex.org/W4283526860","https://openalex.org/W4283757235","https://openalex.org/W4293030607","https://openalex.org/W4294397925","https://openalex.org/W4294760454","https://openalex.org/W4295868216","https://openalex.org/W4306369316","https://openalex.org/W4308889883","https://openalex.org/W4311959437","https://openalex.org/W4319442517","https://openalex.org/W4362564549","https://openalex.org/W4366374373","https://openalex.org/W4367315172","https://openalex.org/W4367393626","https://openalex.org/W4377102665","https://openalex.org/W4381194299","https://openalex.org/W4383710234","https://openalex.org/W4386271774","https://openalex.org/W4390918112","https://openalex.org/W4391508679","https://openalex.org/W4399015791","https://openalex.org/W4400232321","https://openalex.org/W4401548308","https://openalex.org/W4401886541","https://openalex.org/W7223740002"],"related_works":["https://openalex.org/W7135263011","https://openalex.org/W4399510142","https://openalex.org/W2917335983","https://openalex.org/W7131759734","https://openalex.org/W7065422898","https://openalex.org/W4294013152","https://openalex.org/W7160005978","https://openalex.org/W4397035700","https://openalex.org/W7024494443","https://openalex.org/W6981018538"],"abstract_inverted_index":{"R\u00c9SUM\u00c9":[0],":":[1,357,388,705],"Ces":[2],"derni\u00e8res":[3],"ann\u00e9es,":[4],"l'incidence":[5],"du":[6,73,105,312],"cancer":[7,396],"de":[8,19,25,40,59,64,80,89,91,134,142,187,196,221,247,259,267,275,305,308,333,378],"la":[9,71,109,117,128,140,149,200,214,219,244,271,279,316,341,346],"peau":[10],"conna\u00eet":[11],"une":[12,151,156,173,236,251,324,330],"augmentation":[13],"pr\u00e9occupante,":[14],"repr\u00e9sentant":[15],"un":[16,75,83,185,227],"enjeu":[17],"majeur":[18],"sant\u00e9":[20],"publique.":[21],"Les":[22],"principaux":[23],"facteurs":[24,58],"risque":[26,60],"identifi\u00e9s":[27],"incluent":[28],"l'exposition":[29],"excessive":[30,414],"aux":[31,38],"rayons":[32],"ultraviolets":[33,359],"et":[34,155,202,277,298,321,344],"le":[35,53,103],"recours":[36],"croissant":[37],"s\u00e9ances":[39],"bronzage":[41],"artificiel.":[42],"Des":[43],"pr\u00e9dispositions":[44],"g\u00e9n\u00e9tiques":[45],"ainsi":[46],"que":[47,52],"certaines":[48],"pathologies":[49,712],"immunosuppressives,":[50],"telles":[51],"VIH/SIDA,":[54],"constituent":[55],"\u00e9galement":[56],"des":[57,99,111,131,144,159,189,194,205,216,238,254,281,291,327,350],"significatifs.":[61],"Le":[62,86],"pronostic":[63],"cette":[65],"pathologie":[66],"reste":[67],"\u00e9troitement":[68],"li\u00e9":[69],"\u00e0":[70,148,163,212,287,310,329],"pr\u00e9cocit\u00e9":[72],"diagnostic,":[74],"d\u00e9pistage":[76],"pr\u00e9coce":[77],"permettant":[78,199,250],"dans":[79,102],"nombreux":[81],"cas,":[82],"traitement":[84],"efficace.":[85],"d\u00e9veloppement":[87],"r\u00e9cent":[88],"syst\u00e8mes":[90,261],"d\u00e9tection":[92,201],"assist\u00e9s":[93],"par":[94,235,243,315],"l'intelligence":[95],"artificielle":[96,367],"a":[97,399,403,537,549,593],"ouvert":[98],"perspectives":[100,474],"prometteuses":[101],"domaine":[104],"diagnostic":[106,313,519,694],"dermatologique.":[107,385],"Si":[108],"majorit\u00e9":[110],"approches":[112],"existantes":[113],"se":[114],"concentre":[115],"sur":[116,193,264],"classification":[118,299,490,579],"binaire":[119],"(l\u00e9sion":[120],"maligne":[121],"vs":[122],"b\u00e9nigne),":[123],"peu":[124],"d'entre":[125],"elles":[126],"abordent":[127],"reconnaissance":[129,252,331],"sp\u00e9cifique":[130],"diff\u00e9rents":[132],"types":[133,502],"l\u00e9sions":[135,255,328],"cutan\u00e9es.":[136,256],"Cette":[137,208,283],"limitation":[138,507],"souligne":[139],"n\u00e9cessit\u00e9":[141],"d\u00e9velopper":[143],"mod\u00e8les":[145],"capables":[146],"d'assurer":[147],"fois":[150],"haute":[152],"performance":[153,520,591],"diagnostique":[154,343],"identification":[157,523],"fine":[158,332,522,683],"vari\u00e9t\u00e9s":[160],"l\u00e9sionnelles,":[161],"adapt\u00e9e":[162],"tous":[164],"les":[165,233,289],"phototypes":[166],"cutan\u00e9s.":[167],"Dans":[168],"ce":[169,303],"m\u00e9moire,":[170],"nous":[171],"proposons":[172],"m\u00e9thodologie":[174],"articul\u00e9e":[175],"en":[176,184,294,348,355,703],"deux":[177],"phases":[178],"compl\u00e9mentaires.":[179],"La":[180,223],"premi\u00e8re":[181],"phase":[182,225,546,583],"consiste":[183],"syst\u00e8me":[186,228],"segmentation":[188,296,325,552,653,681],"images":[190],"dermoscopiques":[191],"fond\u00e9":[192],"r\u00e9seaux":[195],"neurones":[197,379],"profonds,":[198],"l'extraction":[203],"pr\u00e9cise":[204,297],"r\u00e9gions":[206],"d'int\u00e9r\u00eat.":[207],"\u00e9tape":[209],"pr\u00e9liminaire":[210],"vise":[211,286],"optimiser":[213],"pr\u00e9paration":[215],"donn\u00e9es":[217,268],"pour":[218,337],"t\u00e2che":[220],"classification.":[222,656],"seconde":[224],"introduit":[226],"hi\u00e9rarchique":[229],"innovant":[230],"qui":[231],"optimise":[232],"performances":[234],"combinaison":[237],"caract\u00e9ristiques":[239],"extraites,":[240],"mais":[241],"aussi":[242],"fusion":[245,603],"strat\u00e9gique":[246],"plusieurs":[248,265],"classificateurs,":[249],"multiclasses":[253],"L'\u00e9valuation":[257],"rigoureuse":[258],"ces":[260],"est":[262],"conduite":[263],"bases":[266],"publiques,":[269],"facilitant":[270],"comparaison":[272],"avec":[273,336],"l'\u00e9tat":[274],"l'art":[276],"garantissant":[278],"reproductibilit\u00e9":[280],"r\u00e9sultats.":[282],"approche":[284],"int\u00e9gr\u00e9e":[285],"surmonter":[288],"limitations":[290,646],"m\u00e9thodes":[292],"conventionnelles":[293],"combinant":[295],"avanc\u00e9e.":[300],"En":[301],"conclusion,":[302,658],"travail":[304],"recherche":[306],"ambitionne":[307],"contribuer":[309],"l'am\u00e9lioration":[311],"dermatologique":[314],"proposition":[317],"d'une":[318],"solution":[319],"optimis\u00e9e":[320],"fiable,":[322],"associant":[323],"robuste":[326],"leur":[334],"typologie,":[335],"objectif":[338],"ultime":[339],"d'augmenter":[340],"pr\u00e9cision":[342],"d'am\u00e9liorer":[345],"prise":[347],"charge":[349],"patients.":[351],"--":[352,386,700],"Mot(s)":[353,701],"cl\u00e9(s)":[354,702],"fran\u00e7ais":[356],"Rayons":[358],"(UV),":[360,708],"Pr\u00e9dispositions":[361],"g\u00e9n\u00e9tiques,":[362],"Pathologies":[363],"immunosuppressives":[364],"(VIH/SIDA),":[365],"Intelligence":[366],"(IA),":[368],"D\u00e9tection":[369],"assist\u00e9e,":[370],"Classification":[371],"binaire,":[372],"Reconnaissance":[373],"multiclasses,":[374],"Segmentation":[375],"d'images,":[376],"R\u00e9seaux":[377],"profonds":[380],"(CNN),":[381,728],"Syst\u00e8me":[382],"hi\u00e9rarchique,":[383],"Diagnostic":[384],"ABSTRACT":[387],"In":[389,532,657],"recent":[390,464],"years,":[391],"the":[392,420,476,482,497,509,560,578,601,628,631,635,645,666,689],"incidence":[393],"of":[394,423,445,466,478,484,500,503,515,524,548,565,567,595,604,610,616,630,637,647,668,685,692],"skin":[395,504,530,611],"has":[397,471],"shown":[398],"concerning":[400],"increase,":[401],"representing":[402],"major":[404],"public":[405,623],"health":[406],"challenge.":[407],"The":[408,443,463,544,581,613],"main":[409],"identified":[410],"risk":[411,441],"factors":[412],"include":[413],"exposure":[415],"to":[416,451,511,528,573,643,663,665],"ultraviolet":[417],"rays":[418,707],"and":[419,521,562,633,654,675,696],"growing":[421],"use":[422],"artificial":[424,467],"tanning":[425],"sessions.":[426],"Genetic":[427,709],"predispositions":[428],"as":[429,431,436,598,600],"well":[430,599],"certain":[432],"immunosuppressive":[433],"pathologies,":[434],"such":[435],"HIV/AIDS,":[437],"also":[438],"constitute":[439],"significant":[440],"factors.":[442],"prognosis":[444],"this":[446,533,659],"pathology":[447],"remains":[448],"closely":[449],"linked":[450],"early":[452,455],"diagnosis,":[453],"with":[454,627,682,688],"detection":[456,469,561],"enabling":[457,559,607],"effective":[458],"treatment":[459],"in":[460,475,540],"many":[461],"cases.":[462],"development":[465],"intelligence-assisted":[468],"systems":[470,618],"opened":[472],"promising":[473],"field":[477],"dermatological":[479,669],"diagnosis.":[480,732],"While":[481],"majority":[483],"existing":[485],"approaches":[486],"focus":[487],"on":[488,555,621],"binary":[489],"(malignant":[491],"vs.":[492],"benign":[493],"lesions),":[494],"few":[495],"address":[496],"specific":[498],"recognition":[499,609,684],"different":[501],"lesions.":[505,612],"This":[506,569,639],"highlights":[508],"need":[510],"develop":[512],"models":[513],"capable":[514],"ensuring":[516,634],"both":[517],"high":[518],"lesion":[525,680],"varieties,":[526],"adapted":[527],"all":[529],"phototypes.":[531],"thesis,":[534],"we":[535],"propose":[536],"methodology":[538],"structured":[539],"two":[541],"complementary":[542],"phases.":[543],"first":[545],"consists":[547],"dermoscopic":[550],"image":[551],"system":[553,588],"based":[554],"deep":[556],"neural":[557,726],"networks,":[558],"precise":[563,652],"extraction":[564],"regions":[566],"interest.":[568],"preliminary":[570],"step":[571],"aims":[572,642,662],"optimize":[574],"data":[575],"preparation":[576],"for":[577],"task.":[580],"second":[582],"introduces":[584],"an":[585,673],"innovative":[586],"hierarchical":[587],"that":[589],"optimizes":[590],"through":[592],"combination":[594],"extracted":[596],"features,":[597],"strategic":[602],"multiple":[605],"classifiers,":[606],"multiclass":[608],"rigorous":[614],"evaluation":[615],"these":[617],"is":[619],"conducted":[620],"several":[622],"databases,":[624],"facilitating":[625],"comparison":[626],"state":[629],"art":[632],"reproducibility":[636],"results.":[638],"integrated":[640],"approach":[641],"overcome":[644],"conventional":[648],"methods":[649],"by":[650,671],"combining":[651,678],"advanced":[655],"research":[660],"work":[661],"contribute":[664],"improvement":[667],"diagnosis":[670],"proposing":[672],"optimized":[674],"reliable":[676],"solution,":[677],"robust":[679],"their":[686],"typology,":[687],"ultimate":[690],"goal":[691],"increasing":[693],"accuracy":[695],"improving":[697],"patient":[698],"care.":[699],"anglais":[704],"Ultraviolet":[706],"predispositions,":[710],"Immunosuppressive":[711],"(HIV/AIDS),":[713],"Artificial":[714],"intelligence":[715],"(AI),":[716],"Assisted":[717],"detection,":[718],"Binary":[719],"classification,":[720],"Multiclass":[721],"recognition,":[722],"Image":[723],"segmentation,":[724],"Deep":[725],"networks":[727],"Hierarchical":[729],"system,":[730],"Dermatological":[731]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-09-20T00:00:00"}