{"id":"https://openalex.org/W4387580644","doi":"https://doi.org/10.1016/j.media.2023.102996","title":"On the challenges and perspectives of foundation models for medical image analysis","display_name":"On the challenges and perspectives of foundation models for medical image analysis","publication_year":2023,"publication_date":"2023-10-12","ids":{"openalex":"https://openalex.org/W4387580644","doi":"https://doi.org/10.1016/j.media.2023.102996","pmid":"https://pubmed.ncbi.nlm.nih.gov/37857067"},"language":"en","primary_location":{"id":"doi:10.1016/j.media.2023.102996","doi":"https://doi.org/10.1016/j.media.2023.102996","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.media.2023.102996","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,"listed_in":["ccf-c","cwts-core","dongbi-a","doyens","jufo-3","ki-jl-3","medline","norway-1","poland-200","russia-white-list-1"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Image Analysis","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["arxiv","crossref","datacite","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2306.05705","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066553616","display_name":"Shaoting Zhang","orcid":"https://orcid.org/0000-0002-8719-448X","observed_orcids":["https://orcid.org/0000-0002-8719-448X"]},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]},{"id":"https://openalex.org/I4391012619","display_name":"Shanghai Artificial Intelligence Laboratory","ror":"https://ror.org/03wkvpx79","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4391012619"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shaoting Zhang","raw_affiliation_strings":["University of Electronic Science and Technology of China, Chengdu, Sichuan, China; Shanghai Artificial Intelligence Laboratory, Shanghai, China. Electronic address: zhangshaoting@uestc.edu.cn","Shanghai Artificial Intelligence Laboratory, Shanghai, China","University of Electronic Science and Technology of China, Chengdu, Sichuan, China"],"raw_orcid":"https://orcid.org/0000-0002-8719-448X","affiliations":[{"raw_affiliation_string":"University of Electronic Science and Technology of China, Chengdu, Sichuan, China; Shanghai Artificial Intelligence Laboratory, Shanghai, China. Electronic address: zhangshaoting@uestc.edu.cn","institution_ids":["https://openalex.org/I150229711","https://openalex.org/I4391012619"]},{"raw_affiliation_string":"Shanghai Artificial Intelligence Laboratory, Shanghai, China","institution_ids":["https://openalex.org/I4391012619"]},{"raw_affiliation_string":"University of Electronic Science and Technology of China, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064437234","display_name":"Dimitris Metaxas","orcid":"https://orcid.org/0000-0001-7142-7640","observed_orcids":["https://orcid.org/0000-0001-7142-7640"]},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dimitris Metaxas","raw_affiliation_strings":["Rutgers University, New Brunswick, NJ, USA"],"raw_orcid":"https://orcid.org/0000-0001-7142-7640","affiliations":[{"raw_affiliation_string":"Rutgers University, New Brunswick, NJ, USA","institution_ids":["https://openalex.org/I102322142"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5066553616"],"corresponding_institution_ids":["https://openalex.org/I150229711","https://openalex.org/I4391012619"],"apc_list":{"value":3970,"currency":"USD","value_usd":3970},"apc_paid":null,"fwci":11.1822,"has_fulltext":true,"cited_by_count":281,"citation_normalized_percentile":{"value":0.989,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":100},"biblio":{"volume":"91","issue":null,"first_page":"102996","last_page":"102996"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.44429999589920044,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.44429999589920044,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.3806000053882599,"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":0.0925000011920929,"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/medical-foundation-models","display_name":"medical foundation models","score":0.8510000109672546},{"id":"https://openalex.org/keywords/data-efficient-learning","display_name":"data-efficient learning","score":0.5109999775886536},{"id":"https://openalex.org/keywords/patient-data-privacy","display_name":"patient data privacy","score":0.9129999876022339},{"id":"https://openalex.org/keywords/diagnosis","display_name":"diagnosis","score":0.453000009059906}],"concepts":[{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.7463345527648926},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4539295732975006},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4405056834220886},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43646347522735596},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37033703923225403},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.24655300378799438},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.09662064909934998}],"mesh":[{"descriptor_ui":"D003952","descriptor_name":"Diagnostic Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","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}],"locations_count":4,"locations":[{"id":"doi:10.1016/j.media.2023.102996","doi":"https://doi.org/10.1016/j.media.2023.102996","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.media.2023.102996","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,"listed_in":["ccf-c","cwts-core","dongbi-a","doyens","jufo-3","ki-jl-3","medline","norway-1","poland-200","russia-white-list-1"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Image Analysis","raw_type":"journal-article"},{"id":"pmid:37857067","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37857067","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,"listed_in":[],"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":"Journal Article"},{"id":"pmh:oai:arXiv.org:2306.05705","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2306.05705","pdf_url":"https://arxiv.org/pdf/2306.05705","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2306.05705","doi":"https://doi.org/10.48550/arxiv.2306.05705","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2306.05705","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2306.05705","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2306.05705","pdf_url":"https://arxiv.org/pdf/2306.05705","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.46810001134872437,"id":"https://metadata.un.org/sdg/3"}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387580644.pdf","grobid_xml":"https://content.openalex.org/works/W4387580644.grobid-xml"},"referenced_works_count":85,"referenced_works":["https://openalex.org/W1641498739","https://openalex.org/W2108598243","https://openalex.org/W2611650229","https://openalex.org/W2626778328","https://openalex.org/W2805886241","https://openalex.org/W2896457183","https://openalex.org/W2929753309","https://openalex.org/W2995225687","https://openalex.org/W3030163527","https://openalex.org/W3030520226","https://openalex.org/W3040685212","https://openalex.org/W3043108808","https://openalex.org/W3091546937","https://openalex.org/W3135367836","https://openalex.org/W3165750456","https://openalex.org/W3172681723","https://openalex.org/W3172942063","https://openalex.org/W3212197959","https://openalex.org/W3213233983","https://openalex.org/W4224308101","https://openalex.org/W4225323055","https://openalex.org/W4225904073","https://openalex.org/W4226002507","https://openalex.org/W4226278401","https://openalex.org/W4249142012","https://openalex.org/W4282933032","https://openalex.org/W4294605033","https://openalex.org/W4296027312","https://openalex.org/W4298110661","https://openalex.org/W4300979672","https://openalex.org/W4308456711","https://openalex.org/W4309953923","https://openalex.org/W4310846136","https://openalex.org/W4311663126","https://openalex.org/W4312428231","https://openalex.org/W4312468136","https://openalex.org/W4312749295","https://openalex.org/W4318718936","https://openalex.org/W4319323644","https://openalex.org/W4321018175","https://openalex.org/W4322718191","https://openalex.org/W4323066559","https://openalex.org/W4323572061","https://openalex.org/W4323717348","https://openalex.org/W4324322239","https://openalex.org/W4365143687","https://openalex.org/W4365460648","https://openalex.org/W4365606386","https://openalex.org/W4365816982","https://openalex.org/W4366208220","https://openalex.org/W4366330503","https://openalex.org/W4366742337","https://openalex.org/W4367692241","https://openalex.org/W4377009978","https://openalex.org/W4379141755","https://openalex.org/W4382766099","https://openalex.org/W4383218413","https://openalex.org/W4384071683","https://openalex.org/W4384918448","https://openalex.org/W4385481295","https://openalex.org/W4385825439","https://openalex.org/W4386076222","https://openalex.org/W4386303022","https://openalex.org/W4386392961","https://openalex.org/W4386697749","https://openalex.org/W4386757860","https://openalex.org/W4386794373","https://openalex.org/W4386829267","https://openalex.org/W4387225742","https://openalex.org/W4389430914","https://openalex.org/W4390873519","https://openalex.org/W4391109864","https://openalex.org/W4392044798","https://openalex.org/W4395015601","https://openalex.org/W4400904844","https://openalex.org/W4401819803","https://openalex.org/W4401852105","https://openalex.org/W4407005368","https://openalex.org/W4408634392","https://openalex.org/W6784333009","https://openalex.org/W6960118973","https://openalex.org/W7133197087","https://openalex.org/W7133211372","https://openalex.org/W7133225142","https://openalex.org/W7133231679"],"related_works":["https://openalex.org/W4407638885","https://openalex.org/W4388092751","https://openalex.org/W7128954129","https://openalex.org/W7204434707","https://openalex.org/W7130564164","https://openalex.org/W4415961034","https://openalex.org/W7131798700","https://openalex.org/W4415594209","https://openalex.org/W4417258274","https://openalex.org/W7221556801"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":88},{"year":2025,"cited_by_count":141},{"year":2024,"cited_by_count":50},{"year":2023,"cited_by_count":2}],"updated_date":"2026-10-31T12:09:11.096373","created_date":"2023-10-13T00:00:00"}
