{"id":"https://openalex.org/W4391350140","doi":"https://doi.org/10.1007/s11633-023-1472-2","title":"Rethinking Polyp Segmentation From An Out-of-distribution Perspective","display_name":"Rethinking Polyp Segmentation From An Out-of-distribution Perspective","publication_year":2024,"publication_date":"2024-01-25","ids":{"openalex":"https://openalex.org/W4391350140","doi":"https://doi.org/10.1007/s11633-023-1472-2"},"language":"en","primary_location":{"id":"doi:10.1007/s11633-023-1472-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11633-023-1472-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11633-023-1472-2.pdf","source":{"id":"https://openalex.org/S4210224602","display_name":"Machine Intelligence Research","issn_l":"2731-538X","issn":["2731-538X","2731-5398"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Machine Intelligence Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11633-023-1472-2.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001285878","display_name":"Ge-Peng Ji","orcid":"https://orcid.org/0000-0001-7092-2877"},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ge-Peng Ji","raw_affiliation_strings":["Australian National University, Canberra, 8105, Australia"],"raw_orcid":"https://orcid.org/0000-0001-7092-2877","affiliations":[{"raw_affiliation_string":"Australian National University, Canberra, 8105, Australia","institution_ids":["https://openalex.org/I118347636"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100630815","display_name":"Jing Zhang","orcid":"https://orcid.org/0000-0002-8516-0913"},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Jing Zhang","raw_affiliation_strings":["Australian National University, Canberra, 8105, Australia"],"raw_orcid":"https://orcid.org/0000-0002-8516-0913","affiliations":[{"raw_affiliation_string":"Australian National University, Canberra, 8105, Australia","institution_ids":["https://openalex.org/I118347636"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076567365","display_name":"Dylan Campbell","orcid":"https://orcid.org/0000-0002-4717-6850"},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Dylan Campbell","raw_affiliation_strings":["Australian National University, Canberra, 8105, Australia"],"raw_orcid":"https://orcid.org/0000-0002-4717-6850","affiliations":[{"raw_affiliation_string":"Australian National University, Canberra, 8105, Australia","institution_ids":["https://openalex.org/I118347636"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100643588","display_name":"Huan Xiong","orcid":"https://orcid.org/0000-0001-5401-7834"},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Huan Xiong","raw_affiliation_strings":["Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, 999041, UAE"],"raw_orcid":"https://orcid.org/0000-0001-5401-7834","affiliations":[{"raw_affiliation_string":"Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, 999041, UAE","institution_ids":["https://openalex.org/I4210113480"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072837153","display_name":"Nick Barnes","orcid":"https://orcid.org/0000-0002-9343-9535"},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Nick Barnes","raw_affiliation_strings":["Australian National University, Canberra, 8105, Australia"],"raw_orcid":"https://orcid.org/0000-0002-9343-9535","affiliations":[{"raw_affiliation_string":"Australian National University, Canberra, 8105, Australia","institution_ids":["https://openalex.org/I118347636"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100630815"],"corresponding_institution_ids":["https://openalex.org/I118347636"],"apc_list":null,"apc_paid":null,"fwci":2.2795,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.89644305,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"21","issue":"4","first_page":"631","last_page":"639"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.9912999868392944,"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":0.9912999868392944,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9853000044822693,"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"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9815000295639038,"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":[{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.714647650718689},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5597457885742188},{"id":"https://openalex.org/keywords/distribution","display_name":"Distribution (mathematics)","score":0.5427321791648865},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.32932135462760925},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32225266098976135},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2845684289932251},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2009788155555725},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.051783591508865356}],"concepts":[{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.714647650718689},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5597457885742188},{"id":"https://openalex.org/C110121322","wikidata":"https://www.wikidata.org/wiki/Q865811","display_name":"Distribution (mathematics)","level":2,"score":0.5427321791648865},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.32932135462760925},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32225266098976135},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2845684289932251},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2009788155555725},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.051783591508865356}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11633-023-1472-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11633-023-1472-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11633-023-1472-2.pdf","source":{"id":"https://openalex.org/S4210224602","display_name":"Machine Intelligence Research","issn_l":"2731-538X","issn":["2731-538X","2731-5398"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Machine Intelligence Research","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s11633-023-1472-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11633-023-1472-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11633-023-1472-2.pdf","source":{"id":"https://openalex.org/S4210224602","display_name":"Machine Intelligence Research","issn_l":"2731-538X","issn":["2731-538X","2731-5398"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Machine Intelligence Research","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4391350140.pdf"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W2008359794","https://openalex.org/W2021088830","https://openalex.org/W2034269173","https://openalex.org/W2048359072","https://openalex.org/W2108598243","https://openalex.org/W2593488799","https://openalex.org/W2809705434","https://openalex.org/W2966312874","https://openalex.org/W2989440555","https://openalex.org/W2997286550","https://openalex.org/W2999580839","https://openalex.org/W3048853714","https://openalex.org/W3091342696","https://openalex.org/W3092344722","https://openalex.org/W3094502228","https://openalex.org/W3100548413","https://openalex.org/W3101017490","https://openalex.org/W3168822201","https://openalex.org/W3177004386","https://openalex.org/W3177634011","https://openalex.org/W3198147788","https://openalex.org/W3199914841","https://openalex.org/W3202285299","https://openalex.org/W3204932197","https://openalex.org/W3204995672","https://openalex.org/W3206203595","https://openalex.org/W4221144896","https://openalex.org/W4224223242","https://openalex.org/W4285602196","https://openalex.org/W4285606164","https://openalex.org/W4292851291","https://openalex.org/W4295422607","https://openalex.org/W4295916856","https://openalex.org/W4302009288","https://openalex.org/W4308456711","https://openalex.org/W4312408105","https://openalex.org/W4313156423","https://openalex.org/W4315473049","https://openalex.org/W4382240146","https://openalex.org/W4385801625","https://openalex.org/W4385809408","https://openalex.org/W4386071584","https://openalex.org/W4387640489","https://openalex.org/W4390190100","https://openalex.org/W4390874575"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2149537132","https://openalex.org/W1670566515","https://openalex.org/W641279757","https://openalex.org/W370975646","https://openalex.org/W596972243","https://openalex.org/W4242022592","https://openalex.org/W2018871932","https://openalex.org/W69751022","https://openalex.org/W4313230280"],"abstract_inverted_index":{"Abstract":[0],"Unlike":[1],"existing":[2],"fully-supervised":[3],"approaches,":[4],"we":[5],"rethink":[6],"colorectal":[7],"polyp":[8],"segmentation":[9,112],"from":[10],"an":[11],"out-of-distribution":[12,49,97],"perspective":[13],"with":[14,53,67],"a":[15,33],"simple":[16],"but":[17],"effective":[18],"self-supervised":[19],"learning":[20],"approach.":[21],"We":[22,46,74],"leverage":[23],"the":[24,40,59,63,68,71,84,87],"ability":[25],"of":[26,42,62,70],"masked":[27],"autoencoders\u2013self-supervised":[28],"vision":[29],"transformers":[30],"trained":[31],"on":[32,103],"reconstruction":[34,50],"task\u2013to":[35],"learn":[36],"in-distribution":[37],"representations,":[38],"here,":[39],"distribution":[41,61],"healthy":[43,72],"colon":[44],"images.":[45],"then":[47],"perform":[48],"and":[51,89,92,114],"inference,":[52],"feature":[54],"space":[55],"standardisation":[56],"to":[57],"align":[58],"latent":[60],"diverse":[64],"abnormal":[65],"samples":[66],"statistics":[69],"samples.":[73],"generate":[75],"per-pixel":[76],"anomaly":[77],"scores":[78],"for":[79,96],"each":[80],"image":[81],"by":[82],"calculating":[83],"difference":[85],"between":[86],"input":[88],"reconstructed":[90],"images":[91],"use":[93],"this":[94],"signal":[95],"(i.e.,":[98],"polyp)":[99],"segmentation.":[100],"Experimental":[101],"results":[102],"six":[104],"benchmarks":[105],"show":[106],"that":[107],"our":[108],"model":[109],"has":[110],"excellent":[111],"performance":[113],"generalises":[115],"across":[116],"datasets.":[117],"Our":[118],"code":[119],"is":[120],"publicly":[121],"available":[122],"at":[123],"https://github.com/GewelsJI/Polyp-OOD":[124],".":[125]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
