{"id":"https://openalex.org/W2440225655","doi":"https://doi.org/10.1109/isbi.2016.7493489","title":"Model-free novelty-based diffusion MRI","display_name":"Model-free novelty-based diffusion MRI","publication_year":2016,"publication_date":"2016-04-01","ids":{"openalex":"https://openalex.org/W2440225655","doi":"https://doi.org/10.1109/isbi.2016.7493489","mag":"2440225655"},"language":"en","primary_location":{"id":"doi:10.1109/isbi.2016.7493489","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2016.7493489","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"article","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/A5070342342","display_name":"Vladimir Golkov","orcid":"https://orcid.org/0000-0002-8665-1335"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Vladimir Golkov","raw_affiliation_strings":["Technical University of Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048259200","display_name":"Tim Sprenger","orcid":"https://orcid.org/0000-0001-7037-8605"},"institutions":[{"id":"https://openalex.org/I4210129213","display_name":"gec-co Global Engineering & Consulting (Germany)","ror":"https://ror.org/03jp18535","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210129213"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tim Sprenger","raw_affiliation_strings":["2 GE Global Research, Munich, Germany","Technical University of Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"2 GE Global Research, Munich, Germany","institution_ids":["https://openalex.org/I4210129213"]},{"raw_affiliation_string":"Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080977311","display_name":"Jonathan I. Sperl","orcid":"https://orcid.org/0000-0003-4528-1507"},"institutions":[{"id":"https://openalex.org/I4210129213","display_name":"gec-co Global Engineering & Consulting (Germany)","ror":"https://ror.org/03jp18535","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210129213"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jonathan Sperl","raw_affiliation_strings":["2 GE Global Research, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"2 GE Global Research, Munich, Germany","institution_ids":["https://openalex.org/I4210129213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018118817","display_name":"Marion I. Menzel","orcid":"https://orcid.org/0000-0003-0087-9134"},"institutions":[{"id":"https://openalex.org/I4210129213","display_name":"gec-co Global Engineering & Consulting (Germany)","ror":"https://ror.org/03jp18535","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210129213"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marion Menzel","raw_affiliation_strings":["2 GE Global Research, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"2 GE Global Research, Munich, Germany","institution_ids":["https://openalex.org/I4210129213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059150860","display_name":"Michael Czisch","orcid":"https://orcid.org/0000-0002-3682-631X"},"institutions":[{"id":"https://openalex.org/I4210145969","display_name":"Max Planck Institute of Psychiatry","ror":"https://ror.org/04dq56617","country_code":"DE","type":"facility","lineage":["https://openalex.org/I149899117","https://openalex.org/I4210145969"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michael Czisch","raw_affiliation_strings":["3 Max Planck Institute of Psychiatry, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"3 Max Planck Institute of Psychiatry, Munich, Germany","institution_ids":["https://openalex.org/I4210145969"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036957543","display_name":"Philipp G. S\u00e4mann","orcid":"https://orcid.org/0000-0001-8523-3628"},"institutions":[{"id":"https://openalex.org/I4210145969","display_name":"Max Planck Institute of Psychiatry","ror":"https://ror.org/04dq56617","country_code":"DE","type":"facility","lineage":["https://openalex.org/I149899117","https://openalex.org/I4210145969"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Philipp Samann","raw_affiliation_strings":["3 Max Planck Institute of Psychiatry, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"3 Max Planck Institute of Psychiatry, Munich, Germany","institution_ids":["https://openalex.org/I4210145969"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087710605","display_name":"Daniel Cremers","orcid":"https://orcid.org/0000-0002-3079-7984"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel Cremers","raw_affiliation_strings":["Technical University of Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5070342342"],"corresponding_institution_ids":["https://openalex.org/I62916508"],"apc_list":null,"apc_paid":null,"fwci":1.7121,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.83897066,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1233","last_page":"1236"},"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/T11885","display_name":"MRI in cancer diagnosis","score":0.9907000064849854,"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/T12552","display_name":"Fetal and Pediatric Neurological Disorders","score":0.9729999899864197,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"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/novelty","display_name":"Novelty","score":0.7629667520523071},{"id":"https://openalex.org/keywords/voxel","display_name":"Voxel","score":0.7227038145065308},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6726784706115723},{"id":"https://openalex.org/keywords/simplicity","display_name":"Simplicity","score":0.5855680108070374},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.575566828250885},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.5201378464698792},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5008208751678467},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3981207609176636},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38578543066978455},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33680957555770874},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.08481782674789429}],"concepts":[{"id":"https://openalex.org/C2778738651","wikidata":"https://www.wikidata.org/wiki/Q16546687","display_name":"Novelty","level":2,"score":0.7629667520523071},{"id":"https://openalex.org/C54170458","wikidata":"https://www.wikidata.org/wiki/Q663554","display_name":"Voxel","level":2,"score":0.7227038145065308},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6726784706115723},{"id":"https://openalex.org/C2776372474","wikidata":"https://www.wikidata.org/wiki/Q508291","display_name":"Simplicity","level":2,"score":0.5855680108070374},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.575566828250885},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5201378464698792},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5008208751678467},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3981207609176636},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38578543066978455},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33680957555770874},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.08481782674789429},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C27206212","wikidata":"https://www.wikidata.org/wiki/Q34178","display_name":"Theology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/isbi.2016.7493489","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2016.7493489","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.mpg.de:item_2376888","is_oa":false,"landing_page_url":"http://hdl.handle.net/11858/00-001M-0000-002C-678D-1","pdf_url":null,"source":{"id":"https://openalex.org/S4306400654","display_name":"MPG.PuRe (Max Planck Society)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149899117","host_organization_name":"Max Planck Society","host_organization_lineage":["https://openalex.org/I149899117"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2016 IEEE 13TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI)","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W759415756","https://openalex.org/W1963839205","https://openalex.org/W1981176642","https://openalex.org/W1984453610","https://openalex.org/W1988833430","https://openalex.org/W2014235936","https://openalex.org/W2100294832","https://openalex.org/W2114431658","https://openalex.org/W2115627867","https://openalex.org/W2168399612","https://openalex.org/W2238898163","https://openalex.org/W2299054027","https://openalex.org/W2328247767","https://openalex.org/W2919115771","https://openalex.org/W4256177618","https://openalex.org/W4285719527","https://openalex.org/W6882042763"],"related_works":["https://openalex.org/W2368019753","https://openalex.org/W2333930193","https://openalex.org/W2737356002","https://openalex.org/W2246241526","https://openalex.org/W4301122218","https://openalex.org/W2374150061","https://openalex.org/W2081340182","https://openalex.org/W2369703001","https://openalex.org/W2372323577","https://openalex.org/W2321432690"],"abstract_inverted_index":{"Many":[0],"limitations":[1],"of":[2,10,17,41,47,84],"diffusion":[3,70],"MRI":[4,71],"are":[5,21,93,119],"due":[6,26,34],"to":[7,27,35,53,60],"the":[8,11,18,39,45,115],"instability":[9],"model":[12,28,50],"fitting":[13,36],"procedure.":[14],"Major":[15],"shortcomings":[16],"model-based":[19],"approach":[20],"a":[22,48,97,111],"partial":[23],"information":[24],"loss":[25],"simplicity,":[29],"long":[30],"scan":[31],"time":[32],"requirements":[33],"instability,":[37],"and":[38,79,107],"lack":[40],"knowledge":[42,83],"about":[43],"how":[44],"parameters":[46],"given":[49],"would":[51],"respond":[52],"previously":[54,63],"unseen":[55,64],"microstructural":[56],"changes,":[57],"possibly":[58],"failing":[59],"detect":[61],"certain":[62],"pathologies.":[65],"Here":[66],"we":[67],"show":[68],"that":[69],"pathology":[72],"detection":[73,123],"is":[74,103,126],"feasible":[75],"without":[76,80,96,133],"any":[77,81,108],"models":[78],"prior":[82],"specific":[85],"pathological":[86],"changes":[87],"whatsoever.":[88],"Instead,":[89],"raw":[90],"q-space":[91],"measurements":[92],"used":[94,104],"directly":[95],"model,":[98],"only":[99],"healthy":[100,116],"population":[101],"data":[102],"for":[105],"reference,":[106],"deviations":[109],"in":[110,128],"patient":[112],"dataset":[113],"from":[114],"reference":[117],"database":[118],"detected":[120],"using":[121],"novelty":[122],"methods.":[124],"This":[125],"done":[127],"each":[129],"voxel":[130],"independently,":[131],"i.e.":[132],"spatial":[134],"bias.":[135]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
