{"id":"https://openalex.org/W3076999132","doi":"https://doi.org/10.1007/978-3-030-60365-6_9","title":"Uncertainty Estimation in Medical Image Denoising with Bayesian Deep Image Prior","display_name":"Uncertainty Estimation in Medical Image Denoising with Bayesian Deep Image Prior","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3076999132","doi":"https://doi.org/10.1007/978-3-030-60365-6_9","mag":"3076999132"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-60365-6_9","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-60365-6_9","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2008.08837","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071989904","display_name":"Max-Heinrich Laves","orcid":"https://orcid.org/0000-0003-0156-7247"},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Max-Heinrich Laves","raw_affiliation_strings":["Leibniz Universit\u00e4t Hannover, Hanover, Germany","[Leibniz Universitat Hannover, Hanover, Germany]"],"affiliations":[{"raw_affiliation_string":"Leibniz Universit\u00e4t Hannover, Hanover, Germany","institution_ids":["https://openalex.org/I114112103"]},{"raw_affiliation_string":"[Leibniz Universitat Hannover, Hanover, Germany]","institution_ids":["https://openalex.org/I114112103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000646241","display_name":"Malte T\u00f6lle","orcid":"https://orcid.org/0000-0002-0804-5794"},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Malte T\u00f6lle","raw_affiliation_strings":["[Leibniz Universitat Hannover, Hanover, Germany]"],"affiliations":[{"raw_affiliation_string":"[Leibniz Universitat Hannover, Hanover, Germany]","institution_ids":["https://openalex.org/I114112103"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028164919","display_name":"Tobias Ortmaier","orcid":"https://orcid.org/0000-0003-1644-3685"},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]},{"id":"https://openalex.org/I4210133528","display_name":"Leibniz University of Applied Sciences","ror":"https://ror.org/03eqwj662","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210133528"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tobias Ortmaier","raw_affiliation_strings":["Leibniz Universit\u00e4t Hannover, Hanover, Germany","Leibniz University of Hanover,"],"affiliations":[{"raw_affiliation_string":"Leibniz Universit\u00e4t Hannover, Hanover, Germany","institution_ids":["https://openalex.org/I114112103"]},{"raw_affiliation_string":"Leibniz University of Hanover,","institution_ids":["https://openalex.org/I4210133528"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5071989904"],"corresponding_institution_ids":["https://openalex.org/I114112103"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16016978,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"81","last_page":"96"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10688","display_name":"Image and Signal Denoising Methods","score":0.9977999925613403,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9977999925613403,"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/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9961000084877014,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9915000200271606,"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/hallucinating","display_name":"Hallucinating","score":0.7565251588821411},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7112946510314941},{"id":"https://openalex.org/keywords/dropout","display_name":"Dropout (neural networks)","score":0.6497082114219666},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6363294720649719},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.5518471002578735},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5359381437301636},{"id":"https://openalex.org/keywords/uncertainty-quantification","display_name":"Uncertainty quantification","score":0.5069416165351868},{"id":"https://openalex.org/keywords/inverse-problem","display_name":"Inverse problem","score":0.4917915165424347},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4906691312789917},{"id":"https://openalex.org/keywords/prior-probability","display_name":"Prior probability","score":0.48600658774375916},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4820190668106079},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.45355114340782166},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4418710470199585},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.42379170656204224},{"id":"https://openalex.org/keywords/uncertainty-reduction-theory","display_name":"Uncertainty reduction theory","score":0.4220477044582367},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3889509439468384},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.23188996315002441},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09942662715911865}],"concepts":[{"id":"https://openalex.org/C2911011789","wikidata":"https://www.wikidata.org/wiki/Q130741","display_name":"Hallucinating","level":2,"score":0.7565251588821411},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7112946510314941},{"id":"https://openalex.org/C2776145597","wikidata":"https://www.wikidata.org/wiki/Q25339462","display_name":"Dropout (neural networks)","level":2,"score":0.6497082114219666},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6363294720649719},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5518471002578735},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5359381437301636},{"id":"https://openalex.org/C32230216","wikidata":"https://www.wikidata.org/wiki/Q7882499","display_name":"Uncertainty quantification","level":2,"score":0.5069416165351868},{"id":"https://openalex.org/C135252773","wikidata":"https://www.wikidata.org/wiki/Q1567213","display_name":"Inverse problem","level":2,"score":0.4917915165424347},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4906691312789917},{"id":"https://openalex.org/C177769412","wikidata":"https://www.wikidata.org/wiki/Q278090","display_name":"Prior probability","level":3,"score":0.48600658774375916},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4820190668106079},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.45355114340782166},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4418710470199585},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.42379170656204224},{"id":"https://openalex.org/C94361409","wikidata":"https://www.wikidata.org/wiki/Q7882500","display_name":"Uncertainty reduction theory","level":2,"score":0.4220477044582367},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3889509439468384},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.23188996315002441},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09942662715911865},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/978-3-030-60365-6_9","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-60365-6_9","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:arXiv.org:2008.08837","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2008.08837","pdf_url":"https://arxiv.org/pdf/2008.08837","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":"mag:3076999132","is_oa":true,"landing_page_url":"http://export.arxiv.org/pdf/2008.08837","pdf_url":null,"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":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.2008.08837","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2008.08837","pdf_url":null,"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":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2008.08837","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2008.08837","pdf_url":"https://arxiv.org/pdf/2008.08837","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"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1663973292","https://openalex.org/W1959608418","https://openalex.org/W1985436611","https://openalex.org/W2056370875","https://openalex.org/W2082029374","https://openalex.org/W2098477387","https://openalex.org/W2115167851","https://openalex.org/W2125527601","https://openalex.org/W2129967410","https://openalex.org/W2144242878","https://openalex.org/W2147982258","https://openalex.org/W2151503710","https://openalex.org/W2156706485","https://openalex.org/W2167433878","https://openalex.org/W2238987678","https://openalex.org/W2490662969","https://openalex.org/W2508457857","https://openalex.org/W2510850936","https://openalex.org/W2600383743","https://openalex.org/W2788633781","https://openalex.org/W2794856002","https://openalex.org/W2888303187","https://openalex.org/W2947216528","https://openalex.org/W2950942124","https://openalex.org/W2963383962","https://openalex.org/W2963612470","https://openalex.org/W2964013315","https://openalex.org/W2964059111","https://openalex.org/W2964212410","https://openalex.org/W3095120239","https://openalex.org/W6636764321"],"related_works":["https://openalex.org/W3095034359","https://openalex.org/W2903349397","https://openalex.org/W2887976372","https://openalex.org/W3172534136","https://openalex.org/W2904657988","https://openalex.org/W3129478946","https://openalex.org/W2107565029","https://openalex.org/W3089979486","https://openalex.org/W3194042225","https://openalex.org/W3090285375","https://openalex.org/W266389306","https://openalex.org/W2100786747","https://openalex.org/W1985335554","https://openalex.org/W3002616982","https://openalex.org/W3194574101","https://openalex.org/W2100030469","https://openalex.org/W2134884567","https://openalex.org/W2169019762","https://openalex.org/W2765770003","https://openalex.org/W2676795715"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}