{"id":"https://openalex.org/W4392929855","doi":"https://doi.org/10.48550/arxiv.2403.09920","title":"Predicting Generalization of AI Colonoscopy Models to Unseen Data","display_name":"Predicting Generalization of AI Colonoscopy Models to Unseen Data","publication_year":2024,"publication_date":"2024-03-14","ids":{"openalex":"https://openalex.org/W4392929855","doi":"https://doi.org/10.48550/arxiv.2403.09920"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2403.09920","pdf_url":"https://arxiv.org/pdf/2403.09920","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},"type":"preprint","type_crossref":"posted-content","indexed_in":["arxiv"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2403.09920","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076659859","display_name":"Joel Shor","orcid":"https://orcid.org/0000-0002-6729-5988"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shor, Joel","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063042085","display_name":"Carson McNeil","orcid":"https://orcid.org/0009-0002-7917-3635"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"McNeil, Carson","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017336017","display_name":"Yotam Intrator","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Intrator, Yotam","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041211864","display_name":"Joseph R. Ledsam","orcid":"https://orcid.org/0000-0001-9917-7196"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ledsam, Joseph R","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076679350","display_name":"Hiro\u2010o Yamano","orcid":"https://orcid.org/0000-0001-5870-4818"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yamano, Hiro-o","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090813793","display_name":"Daisuke Tsurumaru","orcid":"https://orcid.org/0000-0002-0443-7205"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tsurumaru, Daisuke","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066862733","display_name":"Hiroki Kayama","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kayama, Hiroki","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024148200","display_name":"Atsushi Hamabe","orcid":"https://orcid.org/0000-0001-5535-3514"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hamabe, Atsushi","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026111775","display_name":"Koji Ando","orcid":"https://orcid.org/0000-0002-0149-1505"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ando, Koji","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056496717","display_name":"Mitsuhiko Ota","orcid":"https://orcid.org/0000-0003-3693-8490"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ota, Mitsuhiko","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101917811","display_name":"Haruei Ogino","orcid":"https://orcid.org/0000-0003-0703-8389"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ogino, Haruei","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002391399","display_name":"Hiroshi Nakase","orcid":"https://orcid.org/0000-0003-2848-6586"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nakase, Hiroshi","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011240802","display_name":"Kaho Kobayashi","orcid":"https://orcid.org/0000-0003-4619-9310"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kobayashi, Kaho","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017394547","display_name":"Masaaki Miyo","orcid":"https://orcid.org/0000-0002-8627-1308"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Miyo, Masaaki","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063723368","display_name":"Eiji Oki","orcid":"https://orcid.org/0000-0002-9763-9366"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Oki, Eiji","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027125823","display_name":"Ichiro Takemasa","orcid":"https://orcid.org/0000-0003-1595-2453"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Takemasa, Ichiro","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024009299","display_name":"Ehud Rivlin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rivlin, Ehud","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5091558029","display_name":"Roman Goldenberg","orcid":"https://orcid.org/0000-0002-5538-772X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Goldenberg, Roman","raw_affiliation_strings":[],"affiliations":[]}],"institution_assertions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":0,"max":80},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.907,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.907,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[],"concepts":[{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.794871},{"id":"https://openalex.org/C2778435480","wikidata":"https://www.wikidata.org/wiki/Q840387","display_name":"Colonoscopy","level":4,"score":0.7436439},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5446091},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47463286},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.22388041},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17371926},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.09657389},{"id":"https://openalex.org/C526805850","wikidata":"https://www.wikidata.org/wiki/Q188874","display_name":"Colorectal cancer","level":3,"score":0.08637369},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2403.09920","pdf_url":"https://arxiv.org/pdf/2403.09920","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2403.09920","pdf_url":"https://arxiv.org/pdf/2403.09920","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4318274204","https://openalex.org/W3211062742","https://openalex.org/W3028983594","https://openalex.org/W3016587774","https://openalex.org/W2999920852","https://openalex.org/W2748952813","https://openalex.org/W2381279477","https://openalex.org/W2363227174","https://openalex.org/W2073857279","https://openalex.org/W2071852359"],"abstract_inverted_index":{"Background":[0],"and":[1,27,45,76,83,129,177,197,231],"aims":[2],"Generalizability":[3],"of":[4,58,102,107,207,216],"AI":[5],"colonoscopy":[6],"algorithms":[7],"is":[8,51,117,178,183,253],"important":[9],"for":[10,19,148,271],"wider":[11],"adoption":[12],"in":[13,42,228,247,251],"clinical":[14,229],"practice.":[15],"However,":[16],"current":[17],"techniques":[18],"evaluating":[20],"performance":[21,101,193,210,218,236],"on":[22,71,86,109,120,175,194,237],"unseen":[23,43,78,238],"data":[24,44,72,121,230,250,262],"require":[25],"expensive":[26],"time-intensive":[28],"labels.":[29,63,187,241],"Methods":[30],"We":[31,64,94],"use":[32],"a":[33],"\"Masked":[34],"Siamese":[35],"Network\"":[36],"(MSN)":[37],"to":[38,53,68,99,134,185,211,273],"identify":[39,225],"novel":[40],"phenomena":[41],"predict":[46,54,100,233],"polyp":[47,59,191],"detector":[48,192,209,235],"performance.":[49],"MSN":[50,116,125,155,188,214,268],"trained":[52,70,119,173],"masked":[55],"out":[56],"regions":[57],"images,":[60],"without":[61,240],"any":[62],"test":[65,96],"MSN's":[66,97],"ability":[67,98],"be":[69],"only":[73,174,180],"from":[74,88,111,122,255,266],"Israel":[75,135,196],"detect":[77],"techniques,":[79],"narrow-band":[80],"imaging":[81],"(NBI)":[82],"chromendoscoy":[84],"(CE),":[85],"colonoscopes":[87],"Japan":[89,138,199,208,217],"(354":[90],"videos,":[91],"128":[92],"hours).":[93],"also":[95],"Computer":[103],"Aided":[104],"Detection":[105],"(CADe)":[106],"polyps":[108],"colonoscopies":[110,200],"both":[112],"countries,":[113],"even":[114],"though":[115],"not":[118],"Japan.":[123],"Results":[124],"correctly":[126],"identifies":[127],"NBI":[128,157],"CE":[130,162],"as":[131,258],"less":[132],"similar":[133],"whitelight":[136,139],"than":[137,164],"(bootstrapped":[140],"z-test,":[141],"|z|":[142],">":[143],"496,":[144],"p":[145],"<":[146],"10-8":[147],"both)":[149],"using":[150],"the":[151,179],"label-free":[152],"Frechet":[153],"distance.":[154],"detects":[156],"with":[158],"99%":[159],"accuracy,":[160],"predicts":[161,189],"better":[163],"our":[165],"heuristic":[166],"(90%":[167],"vs":[168],"79%":[169],"accuracy)":[170],"despite":[171],"being":[172],"whitelight,":[176],"method":[181],"that":[182],"robust":[184],"noisy":[186],"CADe":[190,234],"in-domain":[195],"out-of-domain":[198],"(r=0.79,":[201],"0.37":[202],"respectively).":[203],"With":[204],"few":[205],"examples":[206],"train":[212],"on,":[213],"prediction":[215],"improves":[219],"(r=0.56).":[220],"Conclusion":[221],"Our":[222,242],"technique":[223],"can":[224,232,245],"distribution":[226],"shifts":[227],"data,":[239],"self-supervised":[243],"approach":[244],"aid":[246],"detecting":[248],"when":[249],"practice":[252],"different":[254],"training,":[256],"such":[257],"between":[259],"hospitals":[260],"or":[261],"has":[263,269],"meaningfully":[264],"shifted":[265],"training.":[267],"potential":[270],"application":[272],"medical":[274],"image":[275],"domains":[276],"beyond":[277],"colonoscopy.":[278]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4392929855","counts_by_year":[],"updated_date":"2025-03-02T01:54:31.814911","created_date":"2024-03-19"}