{"id":"https://openalex.org/W3126346716","doi":"https://doi.org/10.3390/jimaging8100259","title":"DS6, Deformation-Aware Semi-Supervised Learning: Application to Small Vessel Segmentation with Noisy Training Data","display_name":"DS6, Deformation-Aware Semi-Supervised Learning: Application to Small Vessel Segmentation with Noisy Training Data","publication_year":2022,"publication_date":"2022-09-22","ids":{"openalex":"https://openalex.org/W3126346716","doi":"https://doi.org/10.3390/jimaging8100259","mag":"3126346716","pmid":"https://pubmed.ncbi.nlm.nih.gov/36286353"},"language":"en","primary_location":{"id":"doi:10.3390/jimaging8100259","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging8100259","pdf_url":"https://www.mdpi.com/2313-433X/8/10/259/pdf?version=1663934698","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2313-433X/8/10/259/pdf?version=1663934698","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067703063","display_name":"Soumick Chatterjee","orcid":"https://orcid.org/0000-0001-7594-1188"},"institutions":[{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke-Universit\u00e4t Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Soumick Chatterjee","raw_affiliation_strings":["Biomedical Magnetic Resonance, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany","Data and Knowledge Engineering Group, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany","Faculty of Computer Science, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany"],"raw_orcid":"https://orcid.org/0000-0001-7594-1188","affiliations":[{"raw_affiliation_string":"Biomedical Magnetic Resonance, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany","institution_ids":["https://openalex.org/I95793202"]},{"raw_affiliation_string":"Data and Knowledge Engineering Group, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany","institution_ids":["https://openalex.org/I95793202"]},{"raw_affiliation_string":"Faculty of Computer Science, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany","institution_ids":["https://openalex.org/I95793202"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062937114","display_name":"Kartik Prabhu","orcid":"https://orcid.org/0000-0002-4179-1692"},"institutions":[{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke-Universit\u00e4t Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kartik Prabhu","raw_affiliation_strings":["Faculty of Computer Science, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany","institution_ids":["https://openalex.org/I95793202"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011278847","display_name":"Mahantesh Pattadkal","orcid":null},"institutions":[{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke-Universit\u00e4t Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mahantesh Pattadkal","raw_affiliation_strings":["Faculty of Computer Science, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany","institution_ids":["https://openalex.org/I95793202"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003690245","display_name":"Gerda Bortsova","orcid":"https://orcid.org/0000-0002-7614-8437"},"institutions":[{"id":"https://openalex.org/I2801952686","display_name":"Erasmus MC","ror":"https://ror.org/018906e22","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2801952686"]},{"id":"https://openalex.org/I913958620","display_name":"Erasmus University Rotterdam","ror":"https://ror.org/057w15z03","country_code":"NL","type":"education","lineage":["https://openalex.org/I913958620"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Gerda Bortsova","raw_affiliation_strings":["Biomedical Imaging Group Rotterdam, Department of Radiology & Nuclear Medicine, Erasmus MC, 3015 GD Rotterdam, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Imaging Group Rotterdam, Department of Radiology & Nuclear Medicine, Erasmus MC, 3015 GD Rotterdam, The Netherlands","institution_ids":["https://openalex.org/I913958620","https://openalex.org/I2801952686"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007759025","display_name":"Chompunuch Sarasaen","orcid":"https://orcid.org/0000-0003-4760-2263"},"institutions":[{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke-Universit\u00e4t Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Chompunuch Sarasaen","raw_affiliation_strings":["Biomedical Magnetic Resonance, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany","Institute for Medical Engineering, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany"],"raw_orcid":"https://orcid.org/0000-0003-4760-2263","affiliations":[{"raw_affiliation_string":"Biomedical Magnetic Resonance, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany","institution_ids":["https://openalex.org/I95793202"]},{"raw_affiliation_string":"Institute for Medical Engineering, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany","institution_ids":["https://openalex.org/I95793202"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004336107","display_name":"Florian Dubost","orcid":"https://orcid.org/0000-0002-7035-2680"},"institutions":[{"id":"https://openalex.org/I2801952686","display_name":"Erasmus MC","ror":"https://ror.org/018906e22","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2801952686"]},{"id":"https://openalex.org/I913958620","display_name":"Erasmus University Rotterdam","ror":"https://ror.org/057w15z03","country_code":"NL","type":"education","lineage":["https://openalex.org/I913958620"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Florian Dubost","raw_affiliation_strings":["Biomedical Imaging Group Rotterdam, Department of Radiology & Nuclear Medicine, Erasmus MC, 3015 GD Rotterdam, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Imaging Group Rotterdam, Department of Radiology & Nuclear Medicine, Erasmus MC, 3015 GD Rotterdam, The Netherlands","institution_ids":["https://openalex.org/I913958620","https://openalex.org/I2801952686"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086786242","display_name":"Hendrik Mattern","orcid":"https://orcid.org/0000-0001-5740-4522"},"institutions":[{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke-Universit\u00e4t Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hendrik Mattern","raw_affiliation_strings":["Biomedical Magnetic Resonance, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Magnetic Resonance, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany","institution_ids":["https://openalex.org/I95793202"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023677285","display_name":"Marleen de Bruijne","orcid":"https://orcid.org/0000-0002-6328-902X"},"institutions":[{"id":"https://openalex.org/I124055696","display_name":"University of Copenhagen","ror":"https://ror.org/035b05819","country_code":"DK","type":"education","lineage":["https://openalex.org/I124055696"]},{"id":"https://openalex.org/I2801952686","display_name":"Erasmus MC","ror":"https://ror.org/018906e22","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2801952686"]},{"id":"https://openalex.org/I913958620","display_name":"Erasmus University Rotterdam","ror":"https://ror.org/057w15z03","country_code":"NL","type":"education","lineage":["https://openalex.org/I913958620"]}],"countries":["DK","NL"],"is_corresponding":false,"raw_author_name":"Marleen de Bruijne","raw_affiliation_strings":["Biomedical Imaging Group Rotterdam, Department of Radiology & Nuclear Medicine, Erasmus MC, 3015 GD Rotterdam, The Netherlands","Department of Computer Science, University of Copenhagen, DK-2100 Copenhagen, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Imaging Group Rotterdam, Department of Radiology & Nuclear Medicine, Erasmus MC, 3015 GD Rotterdam, The Netherlands","institution_ids":["https://openalex.org/I913958620","https://openalex.org/I2801952686"]},{"raw_affiliation_string":"Department of Computer Science, University of Copenhagen, DK-2100 Copenhagen, Denmark","institution_ids":["https://openalex.org/I124055696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055725293","display_name":"Oliver Speck","orcid":"https://orcid.org/0000-0002-6019-5597"},"institutions":[{"id":"https://openalex.org/I2801533059","display_name":"German Center for Neurodegenerative Diseases","ror":"https://ror.org/043j0f473","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2801533059","https://openalex.org/I4405256427"]},{"id":"https://openalex.org/I4210126587","display_name":"Center for Behavioral Brain Sciences","ror":"https://ror.org/03d1zwe41","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210126587","https://openalex.org/I95793202"]},{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke-Universit\u00e4t Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Oliver Speck","raw_affiliation_strings":["Biomedical Magnetic Resonance, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany","Center for Behavioral Brain Sciences, 39106 Magdeburg, Germany","German Center for Neurodegenerative Disease, 39120 Magdeburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Magnetic Resonance, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany","institution_ids":["https://openalex.org/I95793202"]},{"raw_affiliation_string":"Center for Behavioral Brain Sciences, 39106 Magdeburg, Germany","institution_ids":["https://openalex.org/I4210126587"]},{"raw_affiliation_string":"German Center for Neurodegenerative Disease, 39120 Magdeburg, Germany","institution_ids":["https://openalex.org/I2801533059"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075663234","display_name":"Andreas N\u00fcrnberger","orcid":"https://orcid.org/0000-0003-4311-0624"},"institutions":[{"id":"https://openalex.org/I4210126587","display_name":"Center for Behavioral Brain Sciences","ror":"https://ror.org/03d1zwe41","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210126587","https://openalex.org/I95793202"]},{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke-Universit\u00e4t Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andreas N\u00fcrnberger","raw_affiliation_strings":["Center for Behavioral Brain Sciences, 39106 Magdeburg, Germany","Data and Knowledge Engineering Group, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany","Faculty of Computer Science, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Behavioral Brain Sciences, 39106 Magdeburg, Germany","institution_ids":["https://openalex.org/I4210126587"]},{"raw_affiliation_string":"Data and Knowledge Engineering Group, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany","institution_ids":["https://openalex.org/I95793202"]},{"raw_affiliation_string":"Faculty of Computer Science, Otto von Guericke University Magdeburg, 39106 Magdeburg, Germany","institution_ids":["https://openalex.org/I95793202"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5067703063"],"corresponding_institution_ids":["https://openalex.org/I95793202"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":2.0297,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.87652317,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"8","issue":"10","first_page":"259","last_page":"259"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9987999796867371,"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":0.9987999796867371,"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/T14510","display_name":"Medical Imaging and Analysis","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"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/T10227","display_name":"Acute Ischemic Stroke Management","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/computer-science","display_name":"Computer science","score":0.7992342710494995},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7400156259536743},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.7292665839195251},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6086946725845337},{"id":"https://openalex.org/keywords/thresholding","display_name":"Thresholding","score":0.5405887365341187},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5236756205558777},{"id":"https://openalex.org/keywords/test-set","display_name":"Test set","score":0.49915194511413574},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.4229482114315033},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3586844801902771},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.33724361658096313},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.1705637276172638}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7992342710494995},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7400156259536743},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7292665839195251},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6086946725845337},{"id":"https://openalex.org/C191178318","wikidata":"https://www.wikidata.org/wiki/Q2256906","display_name":"Thresholding","level":3,"score":0.5405887365341187},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5236756205558777},{"id":"https://openalex.org/C169903167","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Test set","level":2,"score":0.49915194511413574},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.4229482114315033},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3586844801902771},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.33724361658096313},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.1705637276172638}],"mesh":[],"locations_count":9,"locations":[{"id":"doi:10.3390/jimaging8100259","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging8100259","pdf_url":"https://www.mdpi.com/2313-433X/8/10/259/pdf?version=1663934698","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},{"id":"pmid:36286353","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36286353","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","raw_type":null},{"id":"pmh:oai:pure.eur.nl:openaire_cris_publications/3a2edfb9-03d1-45de-83a8-65eef3f1d86c","is_oa":false,"landing_page_url":"https://pure.eur.nl/en/publications/3a2edfb9-03d1-45de-83a8-65eef3f1d86c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401266","display_name":"EUR Research Repository (Erasmus University Rotterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I913958620","host_organization_name":"Erasmus University Rotterdam","host_organization_lineage":["https://openalex.org/I913958620"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Chatterjee, S, Prabhu, K, Pattadkal, M, Bortsova, G, Sarasaen, C, Dubost, F, Mattern, H, de Bruijne, M, Speck, O & N\u00fcrnberger, A 2022, 'DS6, Deformation-Aware Semi-Supervised Learning : Application to Small Vessel Segmentation with Noisy Training Data', Journal of Imaging, vol. 8, no. 10, 259. https://doi.org/10.3390/jimaging8100259","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:arXiv.org:2006.10802","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2006.10802","pdf_url":"https://arxiv.org/pdf/2006.10802","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:doaj.org/article:ec159dae527b4bc58186698311703b72","is_oa":true,"landing_page_url":"https://doaj.org/article/ec159dae527b4bc58186698311703b72","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Imaging, Vol 8, Iss 10, p 259 (2022)","raw_type":"article"},{"id":"pmh:oai:pub.dzne.de:165557","is_oa":true,"landing_page_url":"https://pub.dzne.de/record/165557","pdf_url":null,"source":{"id":"https://openalex.org/S7407051172","display_name":"DZNE Pub","issn_l":null,"issn":[],"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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of imaging 8(10), 259 (2022). doi:10.3390/jimaging8100259","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9605070","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9605070","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Imaging","raw_type":"Text"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/f96e867e-ea07-4d06-9439-cc24e0170b5c","is_oa":true,"landing_page_url":"https://researchprofiles.ku.dk/da/publications/f96e867e-ea07-4d06-9439-cc24e0170b5c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401983","display_name":"Research at the University of Copenhagen (University of Copenhagen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I124055696","host_organization_name":"University of Copenhagen","host_organization_lineage":["https://openalex.org/I124055696"],"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":"Chatterjee , S , Prabhu , K , Pattadkal , M , Bortsova , G , Sarasaen , C , Dubost , F , Mattern , H , de Bruijne , M , Speck , O & N\u00fcrnberger , A 2022 , ' DS6, Deformation-Aware Semi-Supervised Learning : Application to Small Vessel Segmentation with Noisy Training Data ' , Journal of Imaging , vol. 8 , no. 10 , 259 , pp. 1-22 . https://doi.org/10.3390/jimaging8100259","raw_type":"article"},{"id":"pmh:oai:pure.eur.nl:publications/3a2edfb9-03d1-45de-83a8-65eef3f1d86c","is_oa":false,"landing_page_url":"http://www.scopus.com/inward/record.url?scp=85140644264&partnerID=8YFLogxK","pdf_url":null,"source":{"id":"https://openalex.org/S4306401266","display_name":"EUR Research Repository (Erasmus University Rotterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I913958620","host_organization_name":"Erasmus University Rotterdam","host_organization_lineage":["https://openalex.org/I913958620"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""}],"best_oa_location":{"id":"doi:10.3390/jimaging8100259","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging8100259","pdf_url":"https://www.mdpi.com/2313-433X/8/10/259/pdf?version=1663934698","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G140532522","display_name":null,"funder_award_id":"104003005","funder_id":"https://openalex.org/F4320321007","funder_display_name":"ZonMw"},{"id":"https://openalex.org/G2194569786","display_name":null,"funder_award_id":"104003005","funder_id":"https://openalex.org/F4320334893","funder_display_name":"Stichting voor de Technische Wetenschappen"},{"id":"https://openalex.org/G2837731570","display_name":null,"funder_award_id":"ZS/2016/08/80646","funder_id":"https://openalex.org/F4320334893","funder_display_name":"Stichting voor de Technische Wetenschappen"},{"id":"https://openalex.org/G6155030619","display_name":null,"funder_award_id":"MA 9235/1-1","funder_id":"https://openalex.org/F4320334893","funder_display_name":"Stichting voor de Technische Wetenschappen"},{"id":"https://openalex.org/G623399117","display_name":null,"funder_award_id":"P15-26","funder_id":"https://openalex.org/F4320334893","funder_display_name":"Stichting voor de Technische Wetenschappen"}],"funders":[{"id":"https://openalex.org/F4320307102","display_name":"Intel Corporation","ror":"https://ror.org/01ek73717"},{"id":"https://openalex.org/F4320321007","display_name":"ZonMw","ror":"https://ror.org/01yaj9a77"},{"id":"https://openalex.org/F4320334893","display_name":"Stichting voor de Technische Wetenschappen","ror":"https://ror.org/057tq3593"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3126346716.pdf"},"referenced_works_count":72,"referenced_works":["https://openalex.org/W1512162444","https://openalex.org/W1607828067","https://openalex.org/W1901129140","https://openalex.org/W1965473623","https://openalex.org/W1969713670","https://openalex.org/W2021411806","https://openalex.org/W2028911404","https://openalex.org/W2071881327","https://openalex.org/W2078069614","https://openalex.org/W2082214963","https://openalex.org/W2117340355","https://openalex.org/W2122847879","https://openalex.org/W2127589108","https://openalex.org/W2129534965","https://openalex.org/W2140621953","https://openalex.org/W2156163116","https://openalex.org/W2160041854","https://openalex.org/W2160504331","https://openalex.org/W2171590421","https://openalex.org/W2195786608","https://openalex.org/W2464708700","https://openalex.org/W2570378174","https://openalex.org/W2576517162","https://openalex.org/W2592929672","https://openalex.org/W2624371915","https://openalex.org/W2752238301","https://openalex.org/W2759680321","https://openalex.org/W2763421725","https://openalex.org/W2766630561","https://openalex.org/W2773351774","https://openalex.org/W2796855877","https://openalex.org/W2797624406","https://openalex.org/W2798122215","https://openalex.org/W2802597987","https://openalex.org/W2809972409","https://openalex.org/W2887054907","https://openalex.org/W2894251763","https://openalex.org/W2913024203","https://openalex.org/W2915212708","https://openalex.org/W2920218276","https://openalex.org/W2951584860","https://openalex.org/W2962767316","https://openalex.org/W2965839964","https://openalex.org/W2970971581","https://openalex.org/W2975634117","https://openalex.org/W2977325632","https://openalex.org/W2977883299","https://openalex.org/W2979433110","https://openalex.org/W2988846102","https://openalex.org/W2996102538","https://openalex.org/W2999607073","https://openalex.org/W3012412627","https://openalex.org/W3031138884","https://openalex.org/W3037009403","https://openalex.org/W3040026802","https://openalex.org/W3083376569","https://openalex.org/W3092468091","https://openalex.org/W3100870891","https://openalex.org/W3117696160","https://openalex.org/W3123982987","https://openalex.org/W3132455321","https://openalex.org/W3160693705","https://openalex.org/W3196699632","https://openalex.org/W4221019746","https://openalex.org/W4295312788","https://openalex.org/W4297024736","https://openalex.org/W6631190155","https://openalex.org/W6655420356","https://openalex.org/W6745245109","https://openalex.org/W6750469568","https://openalex.org/W6769559855","https://openalex.org/W6772750526"],"related_works":["https://openalex.org/W1542224353","https://openalex.org/W3099765033","https://openalex.org/W2997155179","https://openalex.org/W4387327236","https://openalex.org/W2183488467","https://openalex.org/W1990237101","https://openalex.org/W4309907966","https://openalex.org/W4387896287","https://openalex.org/W2187490799","https://openalex.org/W3170838353"],"abstract_inverted_index":{"Blood":[0],"vessels":[1,27,75,99,114,148],"of":[2,19,25,57,72,94,109,173,239,246],"the":[3,6,10,20,55,70,77,200,219,231,244,247],"brain":[4,8],"provide":[5],"human":[7],"with":[9,89,268],"required":[11],"nutrients":[12],"and":[13,131,164,184,203,228,234,261],"oxygen.":[14],"As":[15],"a":[16,140,167,211,236,253,264],"vulnerable":[17],"part":[18],"cerebral":[21],"blood":[22],"supply,":[23],"pathology":[24],"small":[26,74,105,113,147,168],"can":[28,66,115],"cause":[29],"serious":[30],"problems":[31],"such":[32,50],"as":[33,51],"Cerebral":[34],"Small":[35],"Vessel":[36],"Diseases":[37],"(CSVD).":[38],"It":[39],"has":[40,262],"also":[41],"been":[42],"shown":[43,263],"that":[44],"CSVD":[45],"is":[46],"related":[47],"to":[48,97,103,112,144,207,217],"neurodegeneration,":[49],"Alzheimer's":[52],"disease.":[53],"With":[54],"advancement":[56],"7":[58,150],"Tesla":[59,151],"MRI":[60],"systems,":[61],"higher":[62],"spatial":[63],"image":[64],"resolution":[65],"be":[67,116],"achieved,":[68],"enabling":[69],"depiction":[71],"very":[73],"in":[76,149,210],"brain.":[78],"Non-Deep":[79],"Learning-based":[80],"approaches":[81],"for":[82,134,179,182,186],"vessel":[83,87],"segmentation,":[84],"e.g.,":[85],"Frangi's":[86],"enhancement":[88],"subsequent":[90],"thresholding,":[91],"are":[92],"capable":[93],"segmenting":[95],"medium":[96],"large":[98],"but":[100],"often":[101],"fail":[102],"segment":[104,146],"vessels.":[106],"The":[107,160,188,222],"sensitivity":[108],"these":[110],"methods":[111],"increased":[117],"by":[118,123],"extensive":[119],"parameter":[120],"tuning":[121],"or":[122],"manual":[124],"corrections,":[125],"albeit":[126],"making":[127],"them":[128],"time-consuming,":[129],"laborious,":[130],"not":[132],"feasible":[133],"larger":[135],"datasets.":[136],"This":[137],"paper":[138],"proposes":[139],"deep":[141,189],"learning":[142,190,216],"architecture":[143],"automatically":[145],"3D":[152],"Time-of-Flight":[153],"(ToF)":[154],"Magnetic":[155],"Resonance":[156],"Angiography":[157],"(MRA)":[158],"data.":[159],"algorithm":[161],"was":[162,197,204,225,250],"trained":[163,198],"evaluated":[165,226],"on":[166,193],"imperfect":[169],"semi-automatically":[170],"segmented":[171,256],"dataset":[172],"only":[174],"11":[175],"subjects;":[176],"using":[177,199,214],"six":[178],"training,":[180],"two":[181],"validation,":[183],"three":[185],"testing.":[187],"model":[191],"based":[192],"U-Net":[194],"Multi-Scale":[195],"Supervision":[196],"training":[201],"subset":[202],"made":[205],"equivariant":[206],"elastic":[208],"deformations":[209],"self-supervised":[212],"manner":[213],"deformation-aware":[215,269],"improve":[218],"generalisation":[220],"performance.":[221],"proposed":[223,248],"technique":[224],"quantitatively":[227],"qualitatively":[229],"against":[230,252],"test":[232],"set":[233],"achieved":[235],"Dice":[237],"score":[238],"80.44":[240],"\u00b1":[241],"0.83.":[242],"Furthermore,":[243],"result":[245],"method":[249],"compared":[251],"selected":[254],"manually":[255],"region":[257],"(62.07":[258],"resultant":[259],"Dice)":[260],"considerable":[265],"improvement":[266],"(18.98%)":[267],"learning.":[270]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2}],"updated_date":"2026-05-22T06:13:13.366637","created_date":"2025-10-10T00:00:00"}
