{"id":"https://openalex.org/W4406731470","doi":"https://doi.org/10.1007/s10278-025-01397-7","title":"Semi-Supervised Medical Image Segmentation Based on Frequency Domain Aware Stable Consistency Regularization","display_name":"Semi-Supervised Medical Image Segmentation Based on Frequency Domain Aware Stable Consistency Regularization","publication_year":2025,"publication_date":"2025-01-22","ids":{"openalex":"https://openalex.org/W4406731470","doi":"https://doi.org/10.1007/s10278-025-01397-7","pmid":"https://pubmed.ncbi.nlm.nih.gov/39843719"},"language":"en","primary_location":{"id":"doi:10.1007/s10278-025-01397-7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10278-025-01397-7","pdf_url":null,"source":{"id":"https://openalex.org/S4393920007","display_name":"Journal of Imaging Informatics in Medicine","issn_l":"2948-2925","issn":["2948-2925","2948-2933"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging Informatics in Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12572497/pdf/10278_2025_Article_1397.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Yihao Ouyang","orcid":null},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yihao Ouyang","raw_affiliation_strings":["Key Laboratory of Knowledge Engineering with Big Data (the Ministry of Education of China), Hefei University of Technology, Hefei, 230009, Anhui, China","School of Computer Science and Information Engineering, Hefei University of Technology, Hefei, 230009, Anhui, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Knowledge Engineering with Big Data (the Ministry of Education of China), Hefei University of Technology, Hefei, 230009, Anhui, China","institution_ids":["https://openalex.org/I16365422"]},{"raw_affiliation_string":"School of Computer Science and Information Engineering, Hefei University of Technology, Hefei, 230009, Anhui, China","institution_ids":["https://openalex.org/I16365422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100371517","display_name":"Peipei Li","orcid":"https://orcid.org/0000-0001-9142-448X"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]},{"id":"https://openalex.org/I197869895","display_name":"Anhui Medical University","ror":"https://ror.org/03xb04968","country_code":"CN","type":"education","lineage":["https://openalex.org/I197869895"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Peipei Li","raw_affiliation_strings":["Center for Big Data and Population Health of IHM, Anhui Medical University, Hefei, Anhui, China. peipeili@hfut.edu.cn","School of Computer Science and Information Engineering, Hefei University of Technology, Hefei, 230009, Anhui, China. peipeili@hfut.edu.cn","School of Computer Science and Information Engineering, Hefei University of Technology, Hefei, 230009, Anhui, China"],"raw_orcid":"https://orcid.org/0000-0001-9142-448X","affiliations":[{"raw_affiliation_string":"Center for Big Data and Population Health of IHM, Anhui Medical University, Hefei, Anhui, China. peipeili@hfut.edu.cn","institution_ids":["https://openalex.org/I197869895"]},{"raw_affiliation_string":"School of Computer Science and Information Engineering, Hefei University of Technology, Hefei, 230009, Anhui, China. peipeili@hfut.edu.cn","institution_ids":["https://openalex.org/I16365422"]},{"raw_affiliation_string":"School of Computer Science and Information Engineering, Hefei University of Technology, Hefei, 230009, Anhui, China","institution_ids":["https://openalex.org/I16365422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012637690","display_name":"Haixiang Zhang","orcid":"https://orcid.org/0009-0004-5802-1645"},"institutions":[{"id":"https://openalex.org/I197869895","display_name":"Anhui Medical University","ror":"https://ror.org/03xb04968","country_code":"CN","type":"education","lineage":["https://openalex.org/I197869895"]},{"id":"https://openalex.org/I4210153613","display_name":"Third People's Hospital of Hefei","ror":"https://ror.org/05mfr7w08","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210153613"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haixiang Zhang","raw_affiliation_strings":["Center for Big Data and Population Health of IHM, Anhui Medical University, Hefei, Anhui, China","Computer Centre, The Second People's Hospital of Hefei, Hefei, 230011, Anhui, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Big Data and Population Health of IHM, Anhui Medical University, Hefei, Anhui, China","institution_ids":["https://openalex.org/I197869895"]},{"raw_affiliation_string":"Computer Centre, The Second People's Hospital of Hefei, Hefei, 230011, Anhui, China","institution_ids":["https://openalex.org/I4210153613"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064347324","display_name":"Xuegang Hu","orcid":"https://orcid.org/0000-0001-5421-6171"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuegang Hu","raw_affiliation_strings":["Anhui Province Key Laboratory of Industry Safety and Emergency Technology, Hefei University of Technology, Hefei, 230009, Anhui, China","Key Laboratory of Knowledge Engineering with Big Data (the Ministry of Education of China), Hefei University of Technology, Hefei, 230009, Anhui, China","School of Computer Science and Information Engineering, Hefei University of Technology, Hefei, 230009, Anhui, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Anhui Province Key Laboratory of Industry Safety and Emergency Technology, Hefei University of Technology, Hefei, 230009, Anhui, China","institution_ids":["https://openalex.org/I16365422"]},{"raw_affiliation_string":"Key Laboratory of Knowledge Engineering with Big Data (the Ministry of Education of China), Hefei University of Technology, Hefei, 230009, Anhui, China","institution_ids":["https://openalex.org/I16365422"]},{"raw_affiliation_string":"School of Computer Science and Information Engineering, Hefei University of Technology, Hefei, 230009, Anhui, China","institution_ids":["https://openalex.org/I16365422"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100371517"],"corresponding_institution_ids":["https://openalex.org/I16365422","https://openalex.org/I197869895"],"apc_list":null,"apc_paid":null,"fwci":2.2109,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.86399455,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"38","issue":"5","first_page":"3221","last_page":"3234"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9968000054359436,"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"}},"topics":[{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9968000054359436,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9959999918937683,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9948999881744385,"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/regularization","display_name":"Regularization (linguistics)","score":0.7608349919319153},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.6074292063713074},{"id":"https://openalex.org/keywords/frequency-domain","display_name":"Frequency domain","score":0.5914955735206604},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5796288251876831},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5336469411849976},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4769227206707001},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4486503601074219},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.44613200426101685},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.43560653924942017},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4303942322731018},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4075008034706116}],"concepts":[{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.7608349919319153},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.6074292063713074},{"id":"https://openalex.org/C19118579","wikidata":"https://www.wikidata.org/wiki/Q786423","display_name":"Frequency domain","level":2,"score":0.5914955735206604},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5796288251876831},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5336469411849976},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4769227206707001},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4486503601074219},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.44613200426101685},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.43560653924942017},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4303942322731018},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4075008034706116}],"mesh":[{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1007/s10278-025-01397-7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10278-025-01397-7","pdf_url":null,"source":{"id":"https://openalex.org/S4393920007","display_name":"Journal of Imaging Informatics in Medicine","issn_l":"2948-2925","issn":["2948-2925","2948-2933"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging Informatics in Medicine","raw_type":"journal-article"},{"id":"pmid:39843719","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39843719","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":"Journal of imaging informatics in medicine","raw_type":null},{"id":"pmh:oai:europepmc.org:11379837","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12572497","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12572497/pdf/10278_2025_Article_1397.pdf","source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:europepmc.org:11379837","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12572497","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12572497/pdf/10278_2025_Article_1397.pdf","source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1128271767","display_name":null,"funder_award_id":"62120106008","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2263702567","display_name":null,"funder_award_id":"62376085","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4641532041","display_name":null,"funder_award_id":"PA2022GDSK0038","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5483571968","display_name":null,"funder_award_id":"IRT17R32","funder_id":"https://openalex.org/F4320338204","funder_display_name":"Program for Changjiang Scholars and Innovative Research Team in University"},{"id":"https://openalex.org/G7288781364","display_name":null,"funder_award_id":"PA2022GDSK0038","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null},{"id":"https://openalex.org/F4320338204","display_name":"Program for Changjiang Scholars and Innovative Research Team in University","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406731470.pdf"},"referenced_works_count":49,"referenced_works":["https://openalex.org/W1676314349","https://openalex.org/W1901129140","https://openalex.org/W1981276685","https://openalex.org/W2144884820","https://openalex.org/W2240536489","https://openalex.org/W2341106171","https://openalex.org/W2412782625","https://openalex.org/W2551780400","https://openalex.org/W2790284322","https://openalex.org/W2804047627","https://openalex.org/W2918552801","https://openalex.org/W2949736877","https://openalex.org/W2992308087","https://openalex.org/W3016836174","https://openalex.org/W3031923721","https://openalex.org/W3035160371","https://openalex.org/W3082008146","https://openalex.org/W3100945164","https://openalex.org/W3109620645","https://openalex.org/W3120562181","https://openalex.org/W3172949220","https://openalex.org/W3180500590","https://openalex.org/W3180562345","https://openalex.org/W4205902690","https://openalex.org/W4206256425","https://openalex.org/W4214899942","https://openalex.org/W4280631251","https://openalex.org/W4281866233","https://openalex.org/W4283271083","https://openalex.org/W4285040393","https://openalex.org/W4285199357","https://openalex.org/W4287322212","https://openalex.org/W4295939242","https://openalex.org/W4296119467","https://openalex.org/W4296121024","https://openalex.org/W4312328737","https://openalex.org/W4312651959","https://openalex.org/W4386065420","https://openalex.org/W4386071949","https://openalex.org/W4386075981","https://openalex.org/W4388361326","https://openalex.org/W4390872874","https://openalex.org/W4390971255","https://openalex.org/W4401878458","https://openalex.org/W6600281463","https://openalex.org/W6600512042","https://openalex.org/W6602628784","https://openalex.org/W6604009900","https://openalex.org/W6632604870"],"related_works":["https://openalex.org/W1603736412","https://openalex.org/W4304185162","https://openalex.org/W4379231730","https://openalex.org/W2061685118","https://openalex.org/W3006282800","https://openalex.org/W2462100143","https://openalex.org/W1770503332","https://openalex.org/W3125207769","https://openalex.org/W4389858081","https://openalex.org/W1522196789"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-19T07:52:34.831488","created_date":"2025-10-10T00:00:00"}