{"id":"https://openalex.org/W4226057887","doi":"https://doi.org/10.1007/978-3-658-36932-3_32","title":"Diffusion MRI Specific Pretraining by Self-supervision on an Auxiliary Dataset","display_name":"Diffusion MRI Specific Pretraining by Self-supervision on an Auxiliary Dataset","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4226057887","doi":"https://doi.org/10.1007/978-3-658-36932-3_32"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-658-36932-3_32","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-658-36932-3_32","pdf_url":null,"source":{"id":"https://openalex.org/S4210235615","display_name":"Informatik aktuell","issn_l":"1431-472X","issn":["1431-472X","2628-8958"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatik aktuell","raw_type":"book-chapter"},"type":"book-chapter","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/A5016954076","display_name":"Leon Weninger","orcid":"https://orcid.org/0000-0002-7263-4219"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Leon Weninger","raw_affiliation_strings":["Institute of Imaging & Computer Vision, RWTH Aachen University, Aachen, Deutschland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Imaging & Computer Vision, RWTH Aachen University, Aachen, Deutschland","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008795029","display_name":"Jarek Ecke","orcid":null},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jarek Ecke","raw_affiliation_strings":["Institute of Imaging & Computer Vision, RWTH Aachen University, Aachen, Deutschland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Imaging & Computer Vision, RWTH Aachen University, Aachen, Deutschland","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Chuh-Hyoun Na","orcid":null},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Chuh-Hyoun Na","raw_affiliation_strings":["Department of Neurosurgery, University Hospital RWTH Aachen, Aachen, Deutschland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurosurgery, University Hospital RWTH Aachen, Aachen, Deutschland","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047561415","display_name":"Kerstin J\u00fctten","orcid":"https://orcid.org/0000-0002-9024-1849"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kerstin J\u00fctten","raw_affiliation_strings":["Department of Neurosurgery, University Hospital RWTH Aachen, Aachen, Deutschland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurosurgery, University Hospital RWTH Aachen, Aachen, Deutschland","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064747056","display_name":"Dorit Merhof","orcid":"https://orcid.org/0000-0002-1672-2185"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dorit Merhof","raw_affiliation_strings":["Institute of Imaging & Computer Vision, RWTH Aachen University, Aachen, Deutschland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Imaging & Computer Vision, RWTH Aachen University, Aachen, Deutschland","institution_ids":["https://openalex.org/I887968799"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5016954076"],"corresponding_institution_ids":["https://openalex.org/I887968799"],"apc_list":null,"apc_paid":null,"fwci":0.7403,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.67304985,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"147","last_page":"152"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T11885","display_name":"MRI in cancer diagnosis","score":0.9930999875068665,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/human-connectome-project","display_name":"Human Connectome Project","score":0.7120380401611328},{"id":"https://openalex.org/keywords/diffusion-mri","display_name":"Diffusion MRI","score":0.66066575050354},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6418019533157349},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6366430521011353},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6069481372833252},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.5474342703819275},{"id":"https://openalex.org/keywords/tractography","display_name":"Tractography","score":0.49241769313812256},{"id":"https://openalex.org/keywords/diffusion-imaging","display_name":"Diffusion imaging","score":0.48071959614753723},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.45412296056747437},{"id":"https://openalex.org/keywords/orientation","display_name":"Orientation (vector space)","score":0.4529291093349457},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44366705417633057},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.438865065574646},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.22967252135276794},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.156265527009964},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15206113457679749},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.15198823809623718},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.14272210001945496},{"id":"https://openalex.org/keywords/functional-connectivity","display_name":"Functional connectivity","score":0.12295970320701599},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.10750678181648254}],"concepts":[{"id":"https://openalex.org/C97820695","wikidata":"https://www.wikidata.org/wiki/Q387749","display_name":"Human Connectome Project","level":3,"score":0.7120380401611328},{"id":"https://openalex.org/C149550507","wikidata":"https://www.wikidata.org/wiki/Q899360","display_name":"Diffusion MRI","level":3,"score":0.66066575050354},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6418019533157349},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6366430521011353},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6069481372833252},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.5474342703819275},{"id":"https://openalex.org/C84787856","wikidata":"https://www.wikidata.org/wiki/Q3076659","display_name":"Tractography","level":4,"score":0.49241769313812256},{"id":"https://openalex.org/C2992283565","wikidata":"https://www.wikidata.org/wiki/Q899360","display_name":"Diffusion imaging","level":4,"score":0.48071959614753723},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.45412296056747437},{"id":"https://openalex.org/C16345878","wikidata":"https://www.wikidata.org/wiki/Q107472979","display_name":"Orientation (vector space)","level":2,"score":0.4529291093349457},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44366705417633057},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.438865065574646},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.22967252135276794},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.156265527009964},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15206113457679749},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.15198823809623718},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.14272210001945496},{"id":"https://openalex.org/C3018011982","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Functional connectivity","level":2,"score":0.12295970320701599},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.10750678181648254},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-658-36932-3_32","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-658-36932-3_32","pdf_url":null,"source":{"id":"https://openalex.org/S4210235615","display_name":"Informatik aktuell","issn_l":"1431-472X","issn":["1431-472X","2628-8958"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatik aktuell","raw_type":"book-chapter"},{"id":"pmh:oai:publications.rwth-aachen.de:850660","is_oa":false,"landing_page_url":"https://publications.rwth-aachen.de/record/850660","pdf_url":null,"source":{"id":"https://openalex.org/S4306401033","display_name":"RWTH Publications (RWTH Aachen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887968799","host_organization_name":"RWTH Aachen University","host_organization_lineage":["https://openalex.org/I887968799"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bildverarbeitung f\u00fcr die Medizin 2022 : proceedings, German Workshop on Medical Image Computing, Heidelberg, June 26-28, 2022 / Klaus Maier-Hein, Thomas M. Deserno, Heinz Handels, Andreas Maier, Christoph Palm, Thomas Tolxdorff (Hrsg.)<br/>German Workshop on Medical Image Computing, BVM 2022, Heidelberg, Germany, 2022-06-26 - 2022-06-28","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2679414","https://openalex.org/W1497909821","https://openalex.org/W1901129140","https://openalex.org/W2001611992","https://openalex.org/W2024729467","https://openalex.org/W2136573752","https://openalex.org/W3012412627","https://openalex.org/W3016836174","https://openalex.org/W3202732517","https://openalex.org/W6778672394"],"related_works":["https://openalex.org/W1965402735","https://openalex.org/W1480657811","https://openalex.org/W2972411153","https://openalex.org/W4380353731","https://openalex.org/W2931360818","https://openalex.org/W3009225680","https://openalex.org/W2091910928","https://openalex.org/W4389650507","https://openalex.org/W2892081000","https://openalex.org/W4385556496"],"abstract_inverted_index":null,"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
