{"id":"https://openalex.org/W4401751599","doi":"https://doi.org/10.1109/isbi56570.2024.10635650","title":"Self-Supervised Denoising of Diffusion MRI Data Via Spatio-Angular Noise2Noise","display_name":"Self-Supervised Denoising of Diffusion MRI Data Via Spatio-Angular Noise2Noise","publication_year":2024,"publication_date":"2024-05-27","ids":{"openalex":"https://openalex.org/W4401751599","doi":"https://doi.org/10.1109/isbi56570.2024.10635650"},"language":"en","primary_location":{"id":"doi:10.1109/isbi56570.2024.10635650","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isbi56570.2024.10635650","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5075618349","display_name":"Haotian Jiang","orcid":"https://orcid.org/0000-0002-5952-7689"},"institutions":[{"id":"https://openalex.org/I1300757298","display_name":"Heilongjiang University of Science and Technology","ror":"https://ror.org/030xwyx96","country_code":"CN","type":"education","lineage":["https://openalex.org/I1300757298"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haotian Jiang","raw_affiliation_strings":["Heilongjiang University,Department of Computer Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Heilongjiang University,Department of Computer Science and Technology","institution_ids":["https://openalex.org/I1300757298"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100452844","display_name":"Shu Zhang","orcid":"https://orcid.org/0000-0002-4380-1268"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shu Zhang","raw_affiliation_strings":["Northwestern Polytechnical University,School of Computer Science and Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern Polytechnical University,School of Computer Science and Engineering","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073301735","display_name":"Xuyun Wen","orcid":"https://orcid.org/0000-0003-2230-8658"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuyun Wen","raw_affiliation_strings":["Nanjing University of Aeronautics and Astronautics,College of Computer Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University of Aeronautics and Astronautics,College of Computer Science and Technology","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004971220","display_name":"Hui Cui","orcid":"https://orcid.org/0000-0001-8224-4698"},"institutions":[{"id":"https://openalex.org/I196829312","display_name":"La Trobe University","ror":"https://ror.org/01rxfrp27","country_code":"AU","type":"education","lineage":["https://openalex.org/I196829312"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hui Cui","raw_affiliation_strings":["La Trobe University,Department of Computer Science and Information Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"La Trobe University,Department of Computer Science and Information Technology","institution_ids":["https://openalex.org/I196829312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031497022","display_name":"Jun Lu","orcid":"https://orcid.org/0000-0002-2853-427X"},"institutions":[{"id":"https://openalex.org/I1300757298","display_name":"Heilongjiang University of Science and Technology","ror":"https://ror.org/030xwyx96","country_code":"CN","type":"education","lineage":["https://openalex.org/I1300757298"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Lu","raw_affiliation_strings":["Heilongjiang University,Department of Computer Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Heilongjiang University,Department of Computer Science and Technology","institution_ids":["https://openalex.org/I1300757298"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048784346","display_name":"Islem Rekik","orcid":"https://orcid.org/0000-0001-5595-6673"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Islem Rekik","raw_affiliation_strings":["Imperial College London,Imperial-X and Department of Computing"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imperial College London,Imperial-X and Department of Computing","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100714747","display_name":"Jiquan Ma","orcid":"https://orcid.org/0000-0003-3072-7799"},"institutions":[{"id":"https://openalex.org/I1300757298","display_name":"Heilongjiang University of Science and Technology","ror":"https://ror.org/030xwyx96","country_code":"CN","type":"education","lineage":["https://openalex.org/I1300757298"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiquan Ma","raw_affiliation_strings":["Heilongjiang University,Department of Computer Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Heilongjiang University,Department of Computer Science and Technology","institution_ids":["https://openalex.org/I1300757298"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100765638","display_name":"Geng Chen","orcid":"https://orcid.org/0000-0001-8350-6581"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Geng Chen","raw_affiliation_strings":["Northwestern Polytechnical University,School of Computer Science and Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern Polytechnical University,School of Computer Science and Engineering","institution_ids":["https://openalex.org/I17145004"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.1125,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.9144803,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.9997000098228455,"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":0.9997000098228455,"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":0.998199999332428,"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/T12603","display_name":"NMR spectroscopy and applications","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/3106","display_name":"Nuclear and High Energy Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.7329317331314087},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5888436436653137},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.5781665444374084},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5397215485572815},{"id":"https://openalex.org/keywords/diffusion-mri","display_name":"Diffusion MRI","score":0.5022749900817871},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4080846309661865},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3731476664543152},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.2759231925010681},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.12371683120727539},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.10624292492866516},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.07689377665519714}],"concepts":[{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.7329317331314087},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5888436436653137},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5781665444374084},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5397215485572815},{"id":"https://openalex.org/C149550507","wikidata":"https://www.wikidata.org/wiki/Q899360","display_name":"Diffusion MRI","level":3,"score":0.5022749900817871},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4080846309661865},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3731476664543152},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.2759231925010681},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.12371683120727539},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.10624292492866516},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.07689377665519714},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi56570.2024.10635650","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isbi56570.2024.10635650","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5699999928474426,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1819516943","https://openalex.org/W1983752053","https://openalex.org/W2021228864","https://openalex.org/W2044930346","https://openalex.org/W2069494733","https://openalex.org/W2142592339","https://openalex.org/W2163280666","https://openalex.org/W2175900216","https://openalex.org/W2194668066","https://openalex.org/W2508982726","https://openalex.org/W2523850218","https://openalex.org/W2793146153","https://openalex.org/W3178192988","https://openalex.org/W4287612562","https://openalex.org/W4296035434","https://openalex.org/W6631190155","https://openalex.org/W6749271710","https://openalex.org/W6784430519"],"related_works":["https://openalex.org/W1768769760","https://openalex.org/W2413360119","https://openalex.org/W1576270090","https://openalex.org/W2131307089","https://openalex.org/W2356293051","https://openalex.org/W2157123855","https://openalex.org/W57104752","https://openalex.org/W3106021769","https://openalex.org/W2004006028","https://openalex.org/W3031573373"],"abstract_inverted_index":{"Diffusion":[0],"MRI":[1],"(DMRI)":[2],"suffers":[3],"from":[4],"heavy":[5],"noise":[6,75],"that":[7,64],"reduces":[8],"the":[9,14,67,86,97,114,139],"accuracy":[10],"and":[11,96,135],"reliability":[12],"of":[13,70,89,141],"derived":[15],"diffusion":[16],"metrics.":[17],"Existing":[18],"Deep":[19],"Learning":[20],"(DL)":[21],"methods":[22],"for":[23,74],"DMRI":[24,82,145],"denoising":[25,49,129,146],"usually":[26],"rely":[27],"on":[28,85,133],"training":[29],"with":[30,60,126],"paired":[31,61],"noisy-clean":[32],"data,":[33],"which":[34],"are":[35,100,120],"unavailable":[36],"in":[37,113],"a":[38,46,57,127],"clinical":[39],"setting.":[40],"To":[41],"this":[42],"end,":[43],"we":[44],"propose":[45],"self-supervised":[47],"DL":[48],"method,":[50],"called":[51],"Spatio-Angular":[52],"Noise2Noise":[53],"(SAN2N).":[54],"We":[55],"utilize":[56],"network":[58],"trained":[59],"noisy":[62],"data":[63,73,83,95],"can":[65],"capture":[66],"essential":[68],"information":[69],"underlying":[71],"clean":[72],"reduction.":[76],"Specifically,":[77],"SAN2N":[78,125,142],"generates":[79],"angular":[80],"neighboring":[81],"based":[84],"geometric":[87],"structure":[88],"q-space":[90],"sampling":[91],"points.":[92],"The":[93],"resulting":[94],"original":[98],"one":[99],"then":[101],"fed":[102],"to":[103,108,122],"two":[104],"neighborhood-based":[105],"x-space":[106],"sub-samplers":[107],"extract":[109],"4D":[110],"similar":[111],"patches":[112,119],"spatio-angular":[115],"domain.":[116],"Finally,":[117],"these":[118],"employed":[121],"train":[123],"our":[124],"regularized":[128],"loss.":[130],"Extensive":[131],"experiments":[132],"simulated":[134],"real":[136],"datasets":[137],"demonstrate":[138],"superiority":[140],"over":[143],"existing":[144],"methods.":[147]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
