{"id":"https://openalex.org/W7161812574","doi":"https://doi.org/10.1109/isbi61048.2026.11515848","title":"Uncertainty-Guided Generation of Dark-Field Radiographs","display_name":"Uncertainty-Guided Generation of Dark-Field Radiographs","publication_year":2026,"publication_date":"2026-04-08","ids":{"openalex":"https://openalex.org/W7161812574","doi":"https://doi.org/10.1109/isbi61048.2026.11515848"},"language":null,"primary_location":{"id":"doi:10.1109/isbi61048.2026.11515848","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi61048.2026.11515848","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 23rd 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/A5042531662","display_name":"Lina Felsner","orcid":"https://orcid.org/0000-0001-7695-2612"},"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":"Lina Felsner","raw_affiliation_strings":["Technical University of Munich"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Munich","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018456715","display_name":"Henriette Bast","orcid":"https://orcid.org/0009-0001-7390-1809"},"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":"Henriette Bast","raw_affiliation_strings":["Technical University of Munich"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Munich","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047206011","display_name":"Tina Dorosti","orcid":"https://orcid.org/0000-0002-5747-3250"},"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":"Tina Dorosti","raw_affiliation_strings":["Technical University of Munich"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Munich","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065454871","display_name":"Florian Schaff","orcid":"https://orcid.org/0000-0003-2144-851X"},"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":"Florian Schaff","raw_affiliation_strings":["Technical University of Munich"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Munich","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136510568","display_name":"Franz Pfeiffer","orcid":null},"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":"Franz Pfeiffer","raw_affiliation_strings":["Technical University of Munich"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Munich","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027400511","display_name":"Daniela Pfeiffer","orcid":"https://orcid.org/0000-0003-2002-8337"},"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":"Daniela Pfeiffer","raw_affiliation_strings":["Technical University of Munich"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Munich","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5135303241","display_name":"Julia Schnabel","orcid":null},"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":"Julia Schnabel","raw_affiliation_strings":["Technical University of Munich"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Munich","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.80991736,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"01","last_page":"05"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11183","display_name":"Advanced X-ray Imaging Techniques","score":0.22609999775886536,"subfield":{"id":"https://openalex.org/subfields/3108","display_name":"Radiation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11183","display_name":"Advanced X-ray Imaging Techniques","score":0.22609999775886536,"subfield":{"id":"https://openalex.org/subfields/3108","display_name":"Radiation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10977","display_name":"Optical Imaging and Spectroscopy Techniques","score":0.07980000227689743,"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/T12153","display_name":"Advanced Optical Sensing Technologies","score":0.04969999939203262,"subfield":{"id":"https://openalex.org/subfields/3105","display_name":"Instrumentation"},"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/radiography","display_name":"Radiography","score":0.5608999729156494},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.26170000433921814},{"id":"https://openalex.org/keywords/digital-radiography","display_name":"Digital radiography","score":0.2295999974012375},{"id":"https://openalex.org/keywords/computed-tomography","display_name":"Computed tomography","score":0.22040000557899475}],"concepts":[{"id":"https://openalex.org/C36454342","wikidata":"https://www.wikidata.org/wiki/Q245341","display_name":"Radiography","level":2,"score":0.5608999729156494},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5547000169754028},{"id":"https://openalex.org/C29694066","wikidata":"https://www.wikidata.org/wiki/Q118301","display_name":"Orthodontics","level":1,"score":0.4505999982357025},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.26170000433921814},{"id":"https://openalex.org/C2989005","wikidata":"https://www.wikidata.org/wiki/Q214963","display_name":"Nuclear medicine","level":1,"score":0.25619998574256897},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2517000138759613},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.2337000072002411},{"id":"https://openalex.org/C2781305912","wikidata":"https://www.wikidata.org/wiki/Q1225030","display_name":"Digital radiography","level":3,"score":0.2295999974012375},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.22190000116825104},{"id":"https://openalex.org/C544519230","wikidata":"https://www.wikidata.org/wiki/Q32566","display_name":"Computed tomography","level":2,"score":0.22040000557899475}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi61048.2026.11515848","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi61048.2026.11515848","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 23rd International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.5180806517601013}],"awards":[{"id":"https://openalex.org/G5079039965","display_name":null,"funder_award_id":"101167328","funder_id":"https://openalex.org/F4320338335","funder_display_name":"H2020 European Research Council"}],"funders":[{"id":"https://openalex.org/F4320338335","display_name":"H2020 European Research Council","ror":"https://ror.org/0472cxd90"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2018575045","https://openalex.org/W2107449292","https://openalex.org/W2807888536","https://openalex.org/W2890139949","https://openalex.org/W2964059111","https://openalex.org/W3034864980","https://openalex.org/W3074741277","https://openalex.org/W3102100346","https://openalex.org/W3150085397","https://openalex.org/W3152579480","https://openalex.org/W3202042206","https://openalex.org/W3207985869","https://openalex.org/W4379382752","https://openalex.org/W4403829264","https://openalex.org/W4406379818"],"related_works":[],"abstract_inverted_index":{"X-ray":[0],"dark-field":[1,44,108],"radiography":[2],"provides":[3,112],"complementary":[4],"diagnostic":[5],"information":[6],"to":[7,67],"conventional":[8],"attenuation":[9,49],"imaging":[10],"by":[11],"visualizing":[12],"microstructural":[13],"tissue":[14],"changes":[15],"through":[16],"small-angle":[17],"scattering.":[18],"However,":[19],"the":[20,39,78,94],"limited":[21],"availability":[22],"of":[23,77,84],"such":[24],"data":[25],"poses":[26],"challenges":[27],"for":[28,42,116],"developing":[29],"robust":[30],"deep":[31],"learning":[32],"models.":[33],"In":[34],"this":[35],"work,":[36],"we":[37],"present":[38],"first":[40],"framework":[41],"generating":[43],"images":[45],"directly":[46],"from":[47],"standard":[48],"chest":[50],"X-rays":[51],"using":[52],"an":[53],"Uncertainty-Guided":[54],"Progressive":[55],"Generative":[56],"Adversarial":[57],"Network.":[58],"The":[59],"model":[60,96],"incorporates":[61],"both":[62],"aleatoric":[63],"and":[64,70,111],"epistemic":[65],"uncertainty":[66],"improve":[68],"interpretability":[69],"reliability.":[71],"Experiments":[72],"demonstrate":[73],"high":[74],"structural":[75],"fidelity":[76],"generated":[79],"images,":[80],"with":[81],"consistent":[82],"improvement":[83],"quantitative":[85],"metrics":[86],"across":[87],"stages.":[88],"Furthermore,":[89],"out-of-distribution":[90],"evaluation":[91],"confirms":[92],"that":[93,102],"proposed":[95],"generalizes":[97],"well.":[98],"Our":[99],"results":[100],"indicate":[101],"uncertainty-guided":[103],"generative":[104],"modeling":[105],"enables":[106],"realistic":[107],"image":[109],"synthesis":[110],"a":[113],"reliable":[114],"foundation":[115],"future":[117],"clinical":[118],"applications.":[119]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-05-21T00:00:00"}
