{"id":"https://openalex.org/W4408478588","doi":"https://doi.org/10.1109/access.2025.3548167","title":"Deep Learning-Based Lesion Detection in Endoscopy: A Systematic Literature Review","display_name":"Deep Learning-Based Lesion Detection in Endoscopy: A Systematic Literature Review","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408478588","doi":"https://doi.org/10.1109/access.2025.3548167"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3548167","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3548167","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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://doi.org/10.1109/access.2025.3548167","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044891439","display_name":"Naim Rochmawati","orcid":"https://orcid.org/0000-0001-5511-6498"},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Sepuluh Nopember Institute of Technology","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]},{"id":"https://openalex.org/I23758234","display_name":"Universitas Negeri Surabaya","ror":"https://ror.org/01jf74q70","country_code":"ID","type":"education","lineage":["https://openalex.org/I23758234"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Naim Rochmawati","raw_affiliation_strings":["Department of Informatics, Faculty of Intelligent Electrical and Informatics Technology, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia","Universitas Negeri Surabaya (Surabaya, Jawa Timur 60231, Indonesia - Indonesia)"],"raw_orcid":"https://orcid.org/0000-0001-5511-6498","affiliations":[{"raw_affiliation_string":"Department of Informatics, Faculty of Intelligent Electrical and Informatics Technology, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia","institution_ids":["https://openalex.org/I166843116"]},{"raw_affiliation_string":"Universitas Negeri Surabaya (Surabaya, Jawa Timur 60231, Indonesia - Indonesia)","institution_ids":["https://openalex.org/I23758234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065837975","display_name":"Chastine Fatichah","orcid":"https://orcid.org/0000-0002-7348-9762"},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Sepuluh Nopember Institute of Technology","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Chastine Fatichah","raw_affiliation_strings":["Department of Informatics, Faculty of Intelligent Electrical and Informatics Technology, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia"],"raw_orcid":"https://orcid.org/0000-0002-7348-9762","affiliations":[{"raw_affiliation_string":"Department of Informatics, Faculty of Intelligent Electrical and Informatics Technology, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia","institution_ids":["https://openalex.org/I166843116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041186429","display_name":"Bilqis Amaliah","orcid":"https://orcid.org/0000-0003-3154-8653"},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Sepuluh Nopember Institute of Technology","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Bilqis Amaliah","raw_affiliation_strings":["Department of Informatics, Faculty of Intelligent Electrical and Informatics Technology, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia"],"raw_orcid":"https://orcid.org/0000-0003-3154-8653","affiliations":[{"raw_affiliation_string":"Department of Informatics, Faculty of Intelligent Electrical and Informatics Technology, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia","institution_ids":["https://openalex.org/I166843116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049292410","display_name":"Agus Budi Raharjo","orcid":"https://orcid.org/0000-0003-1342-8594"},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Sepuluh Nopember Institute of Technology","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Agus Budi Raharjo","raw_affiliation_strings":["Department of Informatics, Faculty of Intelligent Electrical and Informatics Technology, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia"],"raw_orcid":"https://orcid.org/0000-0003-1342-8594","affiliations":[{"raw_affiliation_string":"Department of Informatics, Faculty of Intelligent Electrical and Informatics Technology, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia","institution_ids":["https://openalex.org/I166843116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057111917","display_name":"Fr\u00e9d\u00e9ric Dumont","orcid":"https://orcid.org/0000-0002-4372-4741"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fr\u00e9d\u00e9ric Dumont","raw_affiliation_strings":["Institut de Cancérologie de l’Ouest, Saint-Herblain, France"],"raw_orcid":"https://orcid.org/0000-0002-4372-4741","affiliations":[{"raw_affiliation_string":"Institut de Cancérologie de l’Ouest, Saint-Herblain, France","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109811437","display_name":"Emilie Thibaudeau","orcid":"https://orcid.org/0000-0002-3261-0263"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Emilie Thibaudeau","raw_affiliation_strings":["Institut de Cancérologie de l’Ouest, Saint-Herblain, France"],"raw_orcid":"https://orcid.org/0000-0002-3261-0263","affiliations":[{"raw_affiliation_string":"Institut de Cancérologie de l’Ouest, Saint-Herblain, France","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075009256","display_name":"C\u00e9dric Dumas","orcid":"https://orcid.org/0000-0002-3779-0988"},"institutions":[{"id":"https://openalex.org/I4210127572","display_name":"IMT Atlantique","ror":"https://ror.org/030hj3061","country_code":"FR","type":"education","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210127572"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"C\u00e9dric Dumas","raw_affiliation_strings":["Institut Mines-Télécom Atlantique, Nantes, France"],"raw_orcid":"https://orcid.org/0000-0002-3779-0988","affiliations":[{"raw_affiliation_string":"Institut Mines-Télécom Atlantique, Nantes, France","institution_ids":["https://openalex.org/I4210127572"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"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":5.1344,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.95696874,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"13","issue":null,"first_page":"43532","last_page":"43556"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.9337000250816345,"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/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.9337000250816345,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6070227026939392},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.5387455224990845},{"id":"https://openalex.org/keywords/endoscopy","display_name":"Endoscopy","score":0.5227920413017273},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5015842914581299},{"id":"https://openalex.org/keywords/lesion","display_name":"Lesion","score":0.41582706570625305},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.34465885162353516},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3171614408493042},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.2099493443965912},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.18038973212242126}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6070227026939392},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.5387455224990845},{"id":"https://openalex.org/C2778451229","wikidata":"https://www.wikidata.org/wiki/Q212809","display_name":"Endoscopy","level":2,"score":0.5227920413017273},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5015842914581299},{"id":"https://openalex.org/C2781156865","wikidata":"https://www.wikidata.org/wiki/Q827023","display_name":"Lesion","level":2,"score":0.41582706570625305},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.34465885162353516},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3171614408493042},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2099493443965912},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.18038973212242126},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2025.3548167","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3548167","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-05086996v1","is_oa":true,"landing_page_url":"https://hal.science/hal-05086996","pdf_url":"https://hal.science/hal-05086996/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, 2025, 13, pp.43532 - 43556. ⟨10.1109/access.2025.3548167⟩","raw_type":"Journal articles"},{"id":"pmh:oai:doaj.org/article:0e8358a26e1a45998dfcfc19cd48efbc","is_oa":true,"landing_page_url":"https://doaj.org/article/0e8358a26e1a45998dfcfc19cd48efbc","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 13, Pp 43532-43556 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3548167","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3548167","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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/F4320327937","display_name":"Institut Teknologi Sepuluh Nopember","ror":"https://ror.org/05kbmmt89"},{"id":"https://openalex.org/F4320328515","display_name":"Lembaga Pengelola Dana Pendidikan","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":112,"referenced_works":["https://openalex.org/W2100805904","https://openalex.org/W2126295648","https://openalex.org/W2164410268","https://openalex.org/W2180031388","https://openalex.org/W2287814884","https://openalex.org/W2533800772","https://openalex.org/W2734802287","https://openalex.org/W2790415399","https://openalex.org/W2914231179","https://openalex.org/W2943045803","https://openalex.org/W2945471755","https://openalex.org/W2947411064","https://openalex.org/W2970055610","https://openalex.org/W2973775592","https://openalex.org/W2982286971","https://openalex.org/W2990045262","https://openalex.org/W2992824173","https://openalex.org/W3000097815","https://openalex.org/W3001401296","https://openalex.org/W3014697347","https://openalex.org/W3021736662","https://openalex.org/W3032158266","https://openalex.org/W3033131612","https://openalex.org/W3036172711","https://openalex.org/W3043279728","https://openalex.org/W3046792513","https://openalex.org/W3049766255","https://openalex.org/W3087297434","https://openalex.org/W3089036229","https://openalex.org/W3091878842","https://openalex.org/W3106196110","https://openalex.org/W3113769242","https://openalex.org/W3116194357","https://openalex.org/W3121678941","https://openalex.org/W3132594595","https://openalex.org/W3136869208","https://openalex.org/W3138006590","https://openalex.org/W3140107099","https://openalex.org/W3146366485","https://openalex.org/W3153990350","https://openalex.org/W3155616884","https://openalex.org/W3155739706","https://openalex.org/W3166456209","https://openalex.org/W3175395877","https://openalex.org/W3195505797","https://openalex.org/W3199989774","https://openalex.org/W3205500248","https://openalex.org/W3211246137","https://openalex.org/W4200192474","https://openalex.org/W4207000479","https://openalex.org/W4207077693","https://openalex.org/W4210369744","https://openalex.org/W4214826463","https://openalex.org/W4220894207","https://openalex.org/W4226199246","https://openalex.org/W4226323522","https://openalex.org/W4282822995","https://openalex.org/W4292184432","https://openalex.org/W4297676427","https://openalex.org/W4298012299","https://openalex.org/W4300923884","https://openalex.org/W4304688903","https://openalex.org/W4307705779","https://openalex.org/W4308198108","https://openalex.org/W4308861750","https://openalex.org/W4310447824","https://openalex.org/W4311423536","https://openalex.org/W4319437616","https://openalex.org/W4319456237","https://openalex.org/W4320919005","https://openalex.org/W4322102478","https://openalex.org/W4324100838","https://openalex.org/W4360604476","https://openalex.org/W4366691493","https://openalex.org/W4366988864","https://openalex.org/W4367672278","https://openalex.org/W4378715432","https://openalex.org/W4378978494","https://openalex.org/W4380885301","https://openalex.org/W4382343933","https://openalex.org/W4383747233","https://openalex.org/W4383747279","https://openalex.org/W4384157845","https://openalex.org/W4384344301","https://openalex.org/W4384561617","https://openalex.org/W4384786374","https://openalex.org/W4385188171","https://openalex.org/W4387422588","https://openalex.org/W4387423121","https://openalex.org/W4388666251","https://openalex.org/W4388997069","https://openalex.org/W4389197473","https://openalex.org/W4389381230","https://openalex.org/W4390331601","https://openalex.org/W4390347049","https://openalex.org/W4390445561","https://openalex.org/W4390717024","https://openalex.org/W4391850361","https://openalex.org/W4391887191","https://openalex.org/W4392007149","https://openalex.org/W4392052251","https://openalex.org/W4392337780","https://openalex.org/W4392518450","https://openalex.org/W4393207487","https://openalex.org/W4395030270","https://openalex.org/W4395471991","https://openalex.org/W4399759399","https://openalex.org/W4400195451","https://openalex.org/W4400911542","https://openalex.org/W6696126189","https://openalex.org/W6774375107","https://openalex.org/W6792148081"],"related_works":["https://openalex.org/W2070328444","https://openalex.org/W2377161363","https://openalex.org/W3106127189","https://openalex.org/W2394514052","https://openalex.org/W2395691387","https://openalex.org/W2792383399","https://openalex.org/W2001448689","https://openalex.org/W2038281889","https://openalex.org/W2024750207","https://openalex.org/W2363653979"],"abstract_inverted_index":{"A":[0,110],"lesion":[1,54,84,128,181],"is":[2,39,49],"an":[3],"abnormal":[4,20],"change":[5],"in":[6,163,180],"body":[7],"tissue":[8],"or":[9,19],"organ":[10],"caused":[11],"by":[12],"various":[13],"factors":[14],"such":[15,133],"as":[16,134],"inflammation,":[17],"infection,":[18],"cell":[21],"growth.":[22],"The":[23,92],"presence":[24],"of":[25,37,61,83,112],"lesions":[26,38],"often":[27],"indicates":[28],"a":[29,50,80],"serious":[30],"condition":[31],"requiring":[32],"medical":[33],"attention.":[34],"Early":[35],"detection":[36,85,182],"crucial":[40],"for":[41,53,148],"effective":[42],"treatment":[43],"and":[44,56,58,104,107,118,127,139,166,190],"preventing":[45],"disease":[46],"progression.":[47],"Endoscopy":[48],"key":[51],"tool":[52],"identification":[55],"evaluation,":[57],"the":[59],"integration":[60],"deep":[62,87,95],"learning":[63,88,96],"techniques":[64],"has":[65],"further":[66],"enhanced":[67],"its":[68],"potential.":[69],"This":[70],"systematic":[71],"literature":[72],"review":[73,93,173],"(SLR)":[74],"examines":[75],"35":[76],"studies":[77],"to":[78,99,122,176,185],"provide":[79],"comprehensive":[81],"overview":[82],"using":[86],"on":[89],"endoscopic":[90],"images.":[91],"explores":[94],"techniques,":[97],"modifications":[98],"baseline":[100],"models,":[101,138,183],"datasets,":[102],"preprocessing":[103],"augmentation":[105],"methods,":[106],"evaluation":[108],"metrics.":[109],"meta-analysis":[111],"average":[113],"performance":[114],"metrics\u2014accuracy,":[115],"precision,":[116],"recall,":[117],"specificity\u2014was":[119],"also":[120],"conducted":[121],"identify":[123],"trends":[124,132],"across":[125],"datasets":[126],"types.":[129],"Additionally,":[130],"emerging":[131],"federated":[135],"learning,":[136],"lightweight":[137],"ethical":[140],"considerations":[141],"are":[142,174],"briefly":[143],"discussed,":[144],"addressing":[145],"critical":[146],"aspects":[147],"clinical":[149],"translation.":[150],"While":[151],"significant":[152],"advancements":[153],"have":[154],"been":[155],"made,":[156],"challenges":[157],"remain,":[158],"including":[159],"dataset":[160],"biases,":[161],"scalability":[162],"resource-limited":[164],"settings,":[165],"ensuring":[167],"generalizability.":[168],"Insights":[169],"gained":[170],"from":[171],"this":[172],"expected":[175],"guide":[177],"future":[178],"developments":[179],"contributing":[184],"improved":[186],"diagnostic":[187],"accuracy,":[188],"scalability,":[189],"patient":[191],"outcomes.":[192]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}