{"id":"https://openalex.org/W7165571287","doi":"https://doi.org/10.1016/j.patcog.2026.114203","title":"Diffusion-based controllable time-step consistency for semi-supervised medical image segmentation","display_name":"Diffusion-based controllable time-step consistency for semi-supervised medical image segmentation","publication_year":2026,"publication_date":"2026-06-22","ids":{"openalex":"https://openalex.org/W7165571287","doi":"https://doi.org/10.1016/j.patcog.2026.114203"},"language":"en","primary_location":{"id":"doi:10.1016/j.patcog.2026.114203","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.patcog.2026.114203","pdf_url":null,"source":{"id":"https://openalex.org/S414566","display_name":"Pattern Recognition","issn_l":"0031-3203","issn":["0031-3203","1873-5142"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pattern Recognition","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033844865","display_name":"Shiman Li","orcid":"https://orcid.org/0000-0002-0488-0573"},"institutions":[{"id":"https://openalex.org/I133868755","display_name":"Shanghai Medical College of Fudan University","ror":"https://ror.org/01zntxs11","country_code":"CN","type":"education","lineage":["https://openalex.org/I133868755","https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiman Li","raw_affiliation_strings":["Digital Medical Research Center, School of Basic Medical Science, Fudan University, Shanghai, 200032, China","Shanghai Key Lab of Medical Image Computing and Computer Assisted Intervention, Shanghai, 200032, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Medical Research Center, School of Basic Medical Science, Fudan University, Shanghai, 200032, China","institution_ids":["https://openalex.org/I133868755"]},{"raw_affiliation_string":"Shanghai Key Lab of Medical Image Computing and Computer Assisted Intervention, Shanghai, 200032, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139109787","display_name":"Jiayue Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I133868755","display_name":"Shanghai Medical College of Fudan University","ror":"https://ror.org/01zntxs11","country_code":"CN","type":"education","lineage":["https://openalex.org/I133868755","https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiayue Zhao","raw_affiliation_strings":["Digital Medical Research Center, School of Basic Medical Science, Fudan University, Shanghai, 200032, China","Shanghai Key Lab of Medical Image Computing and Computer Assisted Intervention, Shanghai, 200032, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Medical Research Center, School of Basic Medical Science, Fudan University, Shanghai, 200032, China","institution_ids":["https://openalex.org/I133868755"]},{"raw_affiliation_string":"Shanghai Key Lab of Medical Image Computing and Computer Assisted Intervention, Shanghai, 200032, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139118987","display_name":"Yi Hao","orcid":null},"institutions":[{"id":"https://openalex.org/I133868755","display_name":"Shanghai Medical College of Fudan University","ror":"https://ror.org/01zntxs11","country_code":"CN","type":"education","lineage":["https://openalex.org/I133868755","https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Hao","raw_affiliation_strings":["Digital Medical Research Center, School of Basic Medical Science, Fudan University, Shanghai, 200032, China","Shanghai Key Lab of Medical Image Computing and Computer Assisted Intervention, Shanghai, 200032, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Medical Research Center, School of Basic Medical Science, Fudan University, Shanghai, 200032, China","institution_ids":["https://openalex.org/I133868755"]},{"raw_affiliation_string":"Shanghai Key Lab of Medical Image Computing and Computer Assisted Intervention, Shanghai, 200032, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007027174","display_name":"Chenxi Zhang","orcid":"https://orcid.org/0000-0003-0248-8495"},"institutions":[{"id":"https://openalex.org/I133868755","display_name":"Shanghai Medical College of Fudan University","ror":"https://ror.org/01zntxs11","country_code":"CN","type":"education","lineage":["https://openalex.org/I133868755","https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chenxi Zhang","raw_affiliation_strings":["Digital Medical Research Center, School of Basic Medical Science, Fudan University, Shanghai, 200032, China","Shanghai Key Lab of Medical Image Computing and Computer Assisted Intervention, Shanghai, 200032, China"],"raw_orcid":"https://orcid.org/0000-0003-0248-8495","affiliations":[{"raw_affiliation_string":"Digital Medical Research Center, School of Basic Medical Science, Fudan University, Shanghai, 200032, China","institution_ids":["https://openalex.org/I133868755"]},{"raw_affiliation_string":"Shanghai Key Lab of Medical Image Computing and Computer Assisted Intervention, Shanghai, 200032, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101988984","display_name":"Zhijian Song","orcid":"https://orcid.org/0000-0001-9873-216X"},"institutions":[{"id":"https://openalex.org/I133868755","display_name":"Shanghai Medical College of Fudan University","ror":"https://ror.org/01zntxs11","country_code":"CN","type":"education","lineage":["https://openalex.org/I133868755","https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhijian Song","raw_affiliation_strings":["Digital Medical Research Center, School of Basic Medical Science, Fudan University, Shanghai, 200032, China","Shanghai Key Lab of Medical Image Computing and Computer Assisted Intervention, Shanghai, 200032, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Medical Research Center, School of Basic Medical Science, Fudan University, Shanghai, 200032, China","institution_ids":["https://openalex.org/I133868755"]},{"raw_affiliation_string":"Shanghai Key Lab of Medical Image Computing and Computer Assisted Intervention, Shanghai, 200032, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5007027174","https://openalex.org/A5101988984"],"corresponding_institution_ids":["https://openalex.org/I133868755"],"apc_list":{"value":2710,"currency":"USD","value_usd":2710},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.80478623,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"180","issue":null,"first_page":"114203","last_page":"114203"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.4007999897003174,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.4007999897003174,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.33799999952316284,"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"}},{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.0722000002861023,"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/perturbation","display_name":"Perturbation (astronomy)","score":0.7192000150680542},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5796999931335449},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.37720000743865967},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.3628999888896942},{"id":"https://openalex.org/keywords/upper-and-lower-bounds","display_name":"Upper and lower bounds","score":0.3077000081539154},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.2858999967575073}],"concepts":[{"id":"https://openalex.org/C177918212","wikidata":"https://www.wikidata.org/wiki/Q803623","display_name":"Perturbation (astronomy)","level":2,"score":0.7192000150680542},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6909999847412109},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5796999931335449},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44920000433921814},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4018999934196472},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.37720000743865967},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.3628999888896942},{"id":"https://openalex.org/C77553402","wikidata":"https://www.wikidata.org/wiki/Q13222579","display_name":"Upper and lower bounds","level":2,"score":0.3077000081539154},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.2858999967575073},{"id":"https://openalex.org/C2778915421","wikidata":"https://www.wikidata.org/wiki/Q3643177","display_name":"Performance improvement","level":2,"score":0.2741999924182892},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.2732999920845032},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.26600000262260437},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.26409998536109924},{"id":"https://openalex.org/C68710425","wikidata":"https://www.wikidata.org/wiki/Q5275442","display_name":"Diffusion process","level":3,"score":0.25839999318122864},{"id":"https://openalex.org/C93361087","wikidata":"https://www.wikidata.org/wiki/Q4426698","display_name":"Data consistency","level":2,"score":0.2538999915122986},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.2533999979496002}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.patcog.2026.114203","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.patcog.2026.114203","pdf_url":null,"source":{"id":"https://openalex.org/S414566","display_name":"Pattern Recognition","issn_l":"0031-3203","issn":["0031-3203","1873-5142"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pattern Recognition","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2106033751","https://openalex.org/W2804047627","https://openalex.org/W3010512657","https://openalex.org/W3031923721","https://openalex.org/W3035680157","https://openalex.org/W3083779147","https://openalex.org/W4282935002","https://openalex.org/W4386075748","https://openalex.org/W4386075981","https://openalex.org/W4392764035","https://openalex.org/W4402727208","https://openalex.org/W4404815343","https://openalex.org/W4409342310","https://openalex.org/W4410718928","https://openalex.org/W4411654124","https://openalex.org/W7090335749","https://openalex.org/W7119494767","https://openalex.org/W7154854670"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-07-02T06:12:58.138171","created_date":"2026-06-23T00:00:00"}