{"id":"https://openalex.org/W4229364552","doi":"https://doi.org/10.1016/j.media.2022.102473","title":"Self-rule to multi-adapt: Generalized multi-source feature learning using unsupervised domain adaptation for colorectal cancer tissue detection","display_name":"Self-rule to multi-adapt: Generalized multi-source feature learning using unsupervised domain adaptation for colorectal cancer tissue detection","publication_year":2022,"publication_date":"2022-05-08","ids":{"openalex":"https://openalex.org/W4229364552","doi":"https://doi.org/10.1016/j.media.2022.102473","pmid":"https://pubmed.ncbi.nlm.nih.gov/35576822"},"language":"en","primary_location":{"id":"doi:10.1016/j.media.2022.102473","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.media.2022.102473","pdf_url":null,"source":{"id":"https://openalex.org/S116571295","display_name":"Medical Image Analysis","issn_l":"1361-8415","issn":["1361-8415","1361-8423","1361-8431"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Image Analysis","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.media.2022.102473","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018430732","display_name":"Christian Abbet","orcid":"https://orcid.org/0000-0002-2879-9745"},"institutions":[{"id":"https://openalex.org/I118564535","display_name":"University of Bern","ror":"https://ror.org/02k7v4d05","country_code":"CH","type":"education","lineage":["https://openalex.org/I118564535"]},{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Christian Abbet","raw_affiliation_strings":["Signal Processing Lab 5 (LTS5), EPFL, Lausanne, Switzerland; Institute of Pathology, University of Bern, Switzerland. Electronic address: christian.abbet@epfl.ch","Signal Processing Lab 5 (LTS5), EPFL, Lausanne, Switzerland","Institute of Pathology, University of Bern, Switzerland"],"raw_orcid":"https://orcid.org/0000-0002-2879-9745","affiliations":[{"raw_affiliation_string":"Signal Processing Lab 5 (LTS5), EPFL, Lausanne, Switzerland; Institute of Pathology, University of Bern, Switzerland. Electronic address: christian.abbet@epfl.ch","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"Signal Processing Lab 5 (LTS5), EPFL, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"Institute of Pathology, University of Bern, Switzerland","institution_ids":["https://openalex.org/I118564535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063291442","display_name":"Linda Studer","orcid":null},"institutions":[{"id":"https://openalex.org/I118564535","display_name":"University of Bern","ror":"https://ror.org/02k7v4d05","country_code":"CH","type":"education","lineage":["https://openalex.org/I118564535"]},{"id":"https://openalex.org/I154338468","display_name":"University of Fribourg","ror":"https://ror.org/022fs9h90","country_code":"CH","type":"education","lineage":["https://openalex.org/I154338468"]},{"id":"https://openalex.org/I173439891","display_name":"HES-SO University of Applied Sciences and Arts Western Switzerland","ror":"https://ror.org/01xkakk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I173439891"]},{"id":"https://openalex.org/I4210109379","display_name":"HES-SO Fribourg","ror":"https://ror.org/02kkwkt79","country_code":"CH","type":"education","lineage":["https://openalex.org/I173439891","https://openalex.org/I4210109379"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Linda Studer","raw_affiliation_strings":["Institute of Pathology, University of Bern, Switzerland; Documents, Image and Video Analysis (DIVA) Research Group, University of Fribourg, Switzerland; iCoSyS, University of Applied Sciences and Arts Western Switzerland, Switzerland","iCoSyS, University of Applied Sciences and Arts Western Switzerland, Switzerland","Institute of Pathology, University of Bern, Switzerland","Documents, Image and Video Analysis (DIVA) Research Group, University of Fribourg, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Pathology, University of Bern, Switzerland; Documents, Image and Video Analysis (DIVA) Research Group, University of Fribourg, Switzerland; iCoSyS, University of Applied Sciences and Arts Western Switzerland, Switzerland","institution_ids":["https://openalex.org/I4210109379","https://openalex.org/I173439891"]},{"raw_affiliation_string":"iCoSyS, University of Applied Sciences and Arts Western Switzerland, Switzerland","institution_ids":["https://openalex.org/I173439891"]},{"raw_affiliation_string":"Institute of Pathology, University of Bern, Switzerland","institution_ids":["https://openalex.org/I118564535"]},{"raw_affiliation_string":"Documents, Image and Video Analysis (DIVA) Research Group, University of Fribourg, Switzerland","institution_ids":["https://openalex.org/I154338468"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019597653","display_name":"Andreas Fischer","orcid":"https://orcid.org/0000-0003-0069-3436"},"institutions":[{"id":"https://openalex.org/I154338468","display_name":"University of Fribourg","ror":"https://ror.org/022fs9h90","country_code":"CH","type":"education","lineage":["https://openalex.org/I154338468"]},{"id":"https://openalex.org/I173439891","display_name":"HES-SO University of Applied Sciences and Arts Western Switzerland","ror":"https://ror.org/01xkakk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I173439891"]},{"id":"https://openalex.org/I4210109379","display_name":"HES-SO Fribourg","ror":"https://ror.org/02kkwkt79","country_code":"CH","type":"education","lineage":["https://openalex.org/I173439891","https://openalex.org/I4210109379"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Andreas Fischer","raw_affiliation_strings":["Documents, Image and Video Analysis (DIVA) Research Group, University of Fribourg, Switzerland; iCoSyS, University of Applied Sciences and Arts Western Switzerland, Switzerland","iCoSyS, University of Applied Sciences and Arts Western Switzerland, Switzerland","Documents, Image and Video Analysis (DIVA) Research Group, University of Fribourg, Switzerland"],"raw_orcid":"https://orcid.org/0000-0003-0069-3436","affiliations":[{"raw_affiliation_string":"Documents, Image and Video Analysis (DIVA) Research Group, University of Fribourg, Switzerland; iCoSyS, University of Applied Sciences and Arts Western Switzerland, Switzerland","institution_ids":["https://openalex.org/I4210109379","https://openalex.org/I173439891"]},{"raw_affiliation_string":"iCoSyS, University of Applied Sciences and Arts Western Switzerland, Switzerland","institution_ids":["https://openalex.org/I173439891"]},{"raw_affiliation_string":"Documents, Image and Video Analysis (DIVA) Research Group, University of Fribourg, Switzerland","institution_ids":["https://openalex.org/I154338468"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009057979","display_name":"Heather Dawson","orcid":"https://orcid.org/0000-0001-7527-336X"},"institutions":[{"id":"https://openalex.org/I118564535","display_name":"University of Bern","ror":"https://ror.org/02k7v4d05","country_code":"CH","type":"education","lineage":["https://openalex.org/I118564535"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Heather Dawson","raw_affiliation_strings":["Institute of Pathology, University of Bern, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Pathology, University of Bern, Switzerland","institution_ids":["https://openalex.org/I118564535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078295184","display_name":"Inti Zlobec","orcid":"https://orcid.org/0000-0001-6741-3000"},"institutions":[{"id":"https://openalex.org/I118564535","display_name":"University of Bern","ror":"https://ror.org/02k7v4d05","country_code":"CH","type":"education","lineage":["https://openalex.org/I118564535"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Inti Zlobec","raw_affiliation_strings":["Institute of Pathology, University of Bern, Switzerland"],"raw_orcid":"https://orcid.org/0000-0001-6741-3000","affiliations":[{"raw_affiliation_string":"Institute of Pathology, University of Bern, Switzerland","institution_ids":["https://openalex.org/I118564535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058274549","display_name":"Behzad Bozorgtabar","orcid":"https://orcid.org/0000-0002-5759-4896"},"institutions":[{"id":"https://openalex.org/I4210133377","display_name":"Centre d'Imagerie BioMedicale","ror":"https://ror.org/03fw2bn12","country_code":"CH","type":"facility","lineage":["https://openalex.org/I4210133377"]},{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Behzad Bozorgtabar","raw_affiliation_strings":["Signal Processing Lab 5 (LTS5), EPFL, Lausanne, Switzerland; Center of Biomedical Imaging (CIBM), Switzerland","Signal Processing Lab 5 (LTS5), EPFL, Lausanne, Switzerland","Center of Biomedical Imaging (CIBM), Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Signal Processing Lab 5 (LTS5), EPFL, Lausanne, Switzerland; Center of Biomedical Imaging (CIBM), Switzerland","institution_ids":["https://openalex.org/I5124864","https://openalex.org/I4210133377"]},{"raw_affiliation_string":"Signal Processing Lab 5 (LTS5), EPFL, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"Center of Biomedical Imaging (CIBM), Switzerland","institution_ids":["https://openalex.org/I4210133377"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067782007","display_name":"Jean\u2010Philippe Thiran","orcid":"https://orcid.org/0000-0003-2938-9657"},"institutions":[{"id":"https://openalex.org/I2802229882","display_name":"University Hospital of Lausanne","ror":"https://ror.org/05a353079","country_code":"CH","type":"funder","lineage":["https://openalex.org/I2802229882"]},{"id":"https://openalex.org/I4210133377","display_name":"Centre d'Imagerie BioMedicale","ror":"https://ror.org/03fw2bn12","country_code":"CH","type":"facility","lineage":["https://openalex.org/I4210133377"]},{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]},{"id":"https://openalex.org/I97565354","display_name":"University of Lausanne","ror":"https://ror.org/019whta54","country_code":"CH","type":"education","lineage":["https://openalex.org/I97565354"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Jean-Philippe Thiran","raw_affiliation_strings":["Signal Processing Lab 5 (LTS5), EPFL, Lausanne, Switzerland; Center of Biomedical Imaging (CIBM), Switzerland; University of Lausanne (UNIL), Switzerland; Radiology Department, Centre Hospitalier Universitaire Vaudois (CHUV), Switzerland","University of Lausanne (UNIL), Switzerland","Center of Biomedical Imaging (CIBM), Switzerland","Signal Processing Lab 5 (LTS5), EPFL, Lausanne, Switzerland","Radiology Department, Centre Hospitalier Universitaire Vaudois (CHUV), Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Signal Processing Lab 5 (LTS5), EPFL, Lausanne, Switzerland; Center of Biomedical Imaging (CIBM), Switzerland; University of Lausanne (UNIL), Switzerland; Radiology Department, Centre Hospitalier Universitaire Vaudois (CHUV), Switzerland","institution_ids":["https://openalex.org/I5124864","https://openalex.org/I4210133377","https://openalex.org/I2802229882"]},{"raw_affiliation_string":"University of Lausanne (UNIL), Switzerland","institution_ids":["https://openalex.org/I97565354"]},{"raw_affiliation_string":"Center of Biomedical Imaging (CIBM), Switzerland","institution_ids":["https://openalex.org/I4210133377"]},{"raw_affiliation_string":"Signal Processing Lab 5 (LTS5), EPFL, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"Radiology Department, Centre Hospitalier Universitaire Vaudois (CHUV), Switzerland","institution_ids":["https://openalex.org/I2802229882"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5018430732"],"corresponding_institution_ids":["https://openalex.org/I118564535","https://openalex.org/I5124864"],"apc_list":{"value":3970,"currency":"USD","value_usd":3970},"apc_paid":{"value":3970,"currency":"USD","value_usd":3970},"fwci":4.3051,"has_fulltext":false,"cited_by_count":36,"citation_normalized_percentile":{"value":0.94821401,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"79","issue":null,"first_page":"102473","last_page":"102473"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9990000128746033,"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"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9990000128746033,"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/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.9879000186920166,"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/T10515","display_name":"Cancer-related molecular mechanisms research","score":0.980400025844574,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8194990158081055},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.818976640701294},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.727796733379364},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6453825235366821},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6248416304588318},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.6061093807220459},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5396779179573059},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5331273674964905},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.5296093225479126},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5147085785865784},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.47685182094573975},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.43360739946365356},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34355634450912476},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.1558600664138794},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.079691082239151}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8194990158081055},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.818976640701294},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.727796733379364},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6453825235366821},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6248416304588318},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.6061093807220459},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5396779179573059},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5331273674964905},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5296093225479126},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5147085785865784},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.47685182094573975},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.43360739946365356},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34355634450912476},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.1558600664138794},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.079691082239151},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015179","descriptor_name":"Colorectal Neoplasms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015179","descriptor_name":"Colorectal Neoplasms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015179","descriptor_name":"Colorectal Neoplasms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":7,"locations":[{"id":"doi:10.1016/j.media.2022.102473","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.media.2022.102473","pdf_url":null,"source":{"id":"https://openalex.org/S116571295","display_name":"Medical Image Analysis","issn_l":"1361-8415","issn":["1361-8415","1361-8423","1361-8431"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Image Analysis","raw_type":"journal-article"},{"id":"pmid:35576822","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35576822","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical image analysis","raw_type":null},{"id":"pmh:oai:serval.unil.ch:BIB_A4C8C9498B40","is_oa":false,"landing_page_url":"https://serval.unil.ch/notice/serval:BIB_A4C8C9498B40","pdf_url":null,"source":{"id":"https://openalex.org/S4306401797","display_name":"SERVAL (Universit\u00e9 de Lausanne)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210093590","host_organization_name":"Swiss School of Archaeology in Greece","host_organization_lineage":["https://openalex.org/I4210093590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical image analysis, vol. 79, pp. 102473","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:boris.unibe.ch:170071","is_oa":true,"landing_page_url":"https://boris.unibe.ch/170071/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401086","display_name":"Bern Open Repository and Information System (University of Bern)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I118564535","host_organization_name":"University of Bern","host_organization_lineage":["https://openalex.org/I118564535"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Abbet, Christian; Studer, Linda; Fischer, Andreas; Dawson, Heather; Zlobec, Inti; Bozorgtabar, Behzad; Thiran, Jean-Philippe (2022). Self-rule to multi-adapt: Generalized multi-source feature learning using unsupervised domain adaptation for colorectal cancer tissue detection. Medical image analysis, 79(102473), p. 102473. Elsevier 10.1016/j.media.2022.102473 <http://dx.doi.org/10.1016/j.media.2022.102473>","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:hesso.tind.io:10949","is_oa":false,"landing_page_url":"http://arodes.hes-so.ch/record/10949","pdf_url":null,"source":{"id":"https://openalex.org/S4306402432","display_name":"ArODES (HES-SO (https://www.hes-so.ch/))","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210088449","host_organization_name":"HES-SO Gen\u00e8ve","host_organization_lineage":["https://openalex.org/I4210088449"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://arodes.hes-so.ch/record/10949","raw_type":"Text"},{"id":"pmh:oai:infoscience.epfl.ch:294723","is_oa":true,"landing_page_url":"https://infoscience.epfl.ch/handle/20.500.14299/188663","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"WoS","raw_type":"research article"},{"id":"pmh:oai:iris.unil.ch:iris/189630","is_oa":true,"landing_page_url":"https://iris.unil.ch/handle/iris/189630","pdf_url":null,"source":{"id":"https://openalex.org/S7407055444","display_name":"IRIS","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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"journal article"}],"best_oa_location":{"id":"doi:10.1016/j.media.2022.102473","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.media.2022.102473","pdf_url":null,"source":{"id":"https://openalex.org/S116571295","display_name":"Medical Image Analysis","issn_l":"1361-8415","issn":["1361-8415","1361-8423","1361-8431"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Image Analysis","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.699999988079071,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320329600","display_name":"Rising Tide Foundation","ror":"https://ror.org/00vc9b171"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":70,"referenced_works":["https://openalex.org/W1981276685","https://openalex.org/W2158485828","https://openalex.org/W2226476423","https://openalex.org/W2435090885","https://openalex.org/W2599047111","https://openalex.org/W2751723768","https://openalex.org/W2805886241","https://openalex.org/W2884988214","https://openalex.org/W2907368553","https://openalex.org/W2912854782","https://openalex.org/W2914568698","https://openalex.org/W2920118524","https://openalex.org/W2924158535","https://openalex.org/W2946099713","https://openalex.org/W2949226441","https://openalex.org/W2956228567","https://openalex.org/W2963129226","https://openalex.org/W2964126011","https://openalex.org/W2964358045","https://openalex.org/W2969278648","https://openalex.org/W2970119729","https://openalex.org/W3009561768","https://openalex.org/W3011351697","https://openalex.org/W3015475082","https://openalex.org/W3016553397","https://openalex.org/W3034140121","https://openalex.org/W3082709763","https://openalex.org/W3094576142","https://openalex.org/W3098027819","https://openalex.org/W3100003598","https://openalex.org/W3118742971","https://openalex.org/W3123697845","https://openalex.org/W3128210037","https://openalex.org/W3135547872","https://openalex.org/W3150818182","https://openalex.org/W3156124497","https://openalex.org/W3158278463","https://openalex.org/W4210762113","https://openalex.org/W4232881235","https://openalex.org/W4234552385","https://openalex.org/W4287812705","https://openalex.org/W4297808394","https://openalex.org/W4301409532","https://openalex.org/W6639480849","https://openalex.org/W6679648742","https://openalex.org/W6687483927","https://openalex.org/W6736210646","https://openalex.org/W6746502160","https://openalex.org/W6750426974","https://openalex.org/W6755196428","https://openalex.org/W6757990900","https://openalex.org/W6760206936","https://openalex.org/W6763228354","https://openalex.org/W6766806774","https://openalex.org/W6767680423","https://openalex.org/W6769823317","https://openalex.org/W6770159933","https://openalex.org/W6774187218","https://openalex.org/W6774314701","https://openalex.org/W6774670964","https://openalex.org/W6774894510","https://openalex.org/W6776700526","https://openalex.org/W6779510507","https://openalex.org/W6780570969","https://openalex.org/W6785360750","https://openalex.org/W6787475677","https://openalex.org/W6789353552","https://openalex.org/W6793909657","https://openalex.org/W6794713880","https://openalex.org/W6844194202"],"related_works":["https://openalex.org/W2965546495","https://openalex.org/W4389116644","https://openalex.org/W2153315159","https://openalex.org/W3103844505","https://openalex.org/W259157601","https://openalex.org/W2740361506","https://openalex.org/W3095487414","https://openalex.org/W4288048773","https://openalex.org/W2901026139","https://openalex.org/W3145238831"],"abstract_inverted_index":{"Supervised":[0],"learning":[1,90],"is":[2],"constrained":[3],"by":[4,134],"the":[5,17,97,107,154],"availability":[6],"of":[7,19,24,88,99,149,173],"labeled":[8,114],"data,":[9],"which":[10,85],"are":[11,53,198],"especially":[12],"expensive":[13],"to":[14,37,46,48,58,82,91,118,156],"acquire":[15],"in":[16,178],"field":[18],"digital":[20],"pathology.":[21],"Making":[22],"use":[23],"open-source":[25],"data":[26,117],"for":[27,170],"pre-training":[28],"or":[29],"using":[30],"domain":[31,67,93,122,171],"adaptation":[32,68,172],"can":[33,104],"be":[34],"a":[35,112,119,146],"way":[36],"overcome":[38],"this":[39,77],"issue.":[40],"However,":[41],"pre-trained":[42],"networks":[43],"often":[44],"fail":[45],"generalize":[47],"new":[49,120],"test":[50],"domains":[51],"that":[52,152,164],"not":[54],"distributed":[55],"identically":[56],"due":[57],"tissue":[59,126,175],"stainings,":[60],"types,":[61],"and":[62,95,140,180,183,195],"textures":[63],"variations.":[64],"Additionally,":[65],"current":[66],"methods":[69],"mainly":[70],"rely":[71],"on":[72,188],"fully-labeled":[73,100],"source":[74,101,115,160],"datasets.":[75,102],"In":[76],"work,":[78],"we":[79,144],"propose":[80],"Self-Rule":[81],"Multi-Adapt":[83],"(SRMA),":[84],"takes":[86],"advantage":[87],"self-supervised":[89],"perform":[92],"adaptation,":[94],"removes":[96],"necessity":[98],"SRMA":[103],"effectively":[105],"transfer":[106],"discriminative":[108],"knowledge":[109],"obtained":[110],"from":[111,158],"few":[113],"domain's":[116],"target":[121],"without":[123],"requiring":[124],"additional":[125],"annotations.":[127],"Our":[128],"method":[129,167],"harnesses":[130],"both":[131],"domains'":[132],"structures":[133],"capturing":[135],"visual":[136],"similarity":[137],"with":[138],"intra-domain":[139],"cross-domain":[141],"self-supervision.":[142],"Moreover,":[143],"present":[145],"generalized":[147],"formulation":[148],"our":[150,165,186],"approach":[151,187],"allows":[153],"framework":[155],"learn":[157],"multiple":[159],"domains.":[161],"We":[162],"show":[163],"proposed":[166],"outperforms":[168],"baselines":[169],"colorectal":[174],"type":[176],"classification":[177],"single":[179],"multi-source":[181],"settings,":[182],"further":[184],"validate":[185],"an":[189],"in-house":[190],"clinical":[191],"cohort.":[192],"The":[193],"code":[194],"trained":[196],"models":[197],"available":[199],"open-source:":[200],"https://github.com/christianabbet/SRA.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":2}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}