{"id":"https://openalex.org/W4225792973","doi":"https://doi.org/10.1109/isbi52829.2022.9761651","title":"Demonstrating the Risk of Imbalanced Datasets in Chest X-Ray Image-Based Diagnostics by Prototypical Relevance Propagation","display_name":"Demonstrating the Risk of Imbalanced Datasets in Chest X-Ray Image-Based Diagnostics by Prototypical Relevance Propagation","publication_year":2022,"publication_date":"2022-03-28","ids":{"openalex":"https://openalex.org/W4225792973","doi":"https://doi.org/10.1109/isbi52829.2022.9761651"},"language":"en","primary_location":{"id":"doi:10.1109/isbi52829.2022.9761651","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi52829.2022.9761651","pdf_url":null,"source":{"id":"https://openalex.org/S4363605129","display_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 19th 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/A5084173984","display_name":"Srishti Gautam","orcid":"https://orcid.org/0000-0001-7508-4956"},"institutions":[{"id":"https://openalex.org/I4210095992","display_name":"Centre for Arctic Gas Hydrate, Environment and Climate","ror":"https://ror.org/00p8r6x45","country_code":"NO","type":"facility","lineage":["https://openalex.org/I4210095992","https://openalex.org/I78037679"]},{"id":"https://openalex.org/I78037679","display_name":"UiT The Arctic University of Norway","ror":"https://ror.org/00wge5k78","country_code":"NO","type":"education","lineage":["https://openalex.org/I78037679"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Srishti Gautam","raw_affiliation_strings":["UiT The Arctic University of Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UiT The Arctic University of Norway","institution_ids":["https://openalex.org/I4210095992","https://openalex.org/I78037679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016017109","display_name":"Marina H\u00f6hne","orcid":"https://orcid.org/0000-0003-3090-6279"},"institutions":[{"id":"https://openalex.org/I4210095992","display_name":"Centre for Arctic Gas Hydrate, Environment and Climate","ror":"https://ror.org/00p8r6x45","country_code":"NO","type":"facility","lineage":["https://openalex.org/I4210095992","https://openalex.org/I78037679"]},{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]},{"id":"https://openalex.org/I78037679","display_name":"UiT The Arctic University of Norway","ror":"https://ror.org/00wge5k78","country_code":"NO","type":"education","lineage":["https://openalex.org/I78037679"]}],"countries":["DE","NO"],"is_corresponding":false,"raw_author_name":"Marina M.-C. Hohne","raw_affiliation_strings":["UiT The Arctic University of Norway","Technical University of Berlin"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UiT The Arctic University of Norway","institution_ids":["https://openalex.org/I4210095992","https://openalex.org/I78037679"]},{"raw_affiliation_string":"Technical University of Berlin","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070439978","display_name":"Stine Hansen","orcid":"https://orcid.org/0000-0002-0962-6160"},"institutions":[{"id":"https://openalex.org/I4210095992","display_name":"Centre for Arctic Gas Hydrate, Environment and Climate","ror":"https://ror.org/00p8r6x45","country_code":"NO","type":"facility","lineage":["https://openalex.org/I4210095992","https://openalex.org/I78037679"]},{"id":"https://openalex.org/I78037679","display_name":"UiT The Arctic University of Norway","ror":"https://ror.org/00wge5k78","country_code":"NO","type":"education","lineage":["https://openalex.org/I78037679"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Stine Hansen","raw_affiliation_strings":["UiT The Arctic University of Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UiT The Arctic University of Norway","institution_ids":["https://openalex.org/I4210095992","https://openalex.org/I78037679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013414039","display_name":"Robert Jenssen","orcid":"https://orcid.org/0000-0002-7496-8474"},"institutions":[{"id":"https://openalex.org/I4210095992","display_name":"Centre for Arctic Gas Hydrate, Environment and Climate","ror":"https://ror.org/00p8r6x45","country_code":"NO","type":"facility","lineage":["https://openalex.org/I4210095992","https://openalex.org/I78037679"]},{"id":"https://openalex.org/I78037679","display_name":"UiT The Arctic University of Norway","ror":"https://ror.org/00wge5k78","country_code":"NO","type":"education","lineage":["https://openalex.org/I78037679"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Robert Jenssen","raw_affiliation_strings":["UiT The Arctic University of Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UiT The Arctic University of Norway","institution_ids":["https://openalex.org/I4210095992","https://openalex.org/I78037679"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023225712","display_name":"Michael Kampffmeyer","orcid":"https://orcid.org/0000-0002-7699-0405"},"institutions":[{"id":"https://openalex.org/I4210095992","display_name":"Centre for Arctic Gas Hydrate, Environment and Climate","ror":"https://ror.org/00p8r6x45","country_code":"NO","type":"facility","lineage":["https://openalex.org/I4210095992","https://openalex.org/I78037679"]},{"id":"https://openalex.org/I78037679","display_name":"UiT The Arctic University of Norway","ror":"https://ror.org/00wge5k78","country_code":"NO","type":"education","lineage":["https://openalex.org/I78037679"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Michael Kampffmeyer","raw_affiliation_strings":["UiT The Arctic University of Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UiT The Arctic University of Norway","institution_ids":["https://openalex.org/I4210095992","https://openalex.org/I78037679"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9998000264167786,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9998000264167786,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9944999814033508,"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/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.9890999794006348,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/spurious-relationship","display_name":"Spurious relationship","score":0.8607782125473022},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7675741910934448},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.6080605387687683},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.5946919322013855},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.538358747959137},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5259644985198975},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5038720965385437},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.47618260979652405},{"id":"https://openalex.org/keywords/multi-source","display_name":"Multi-source","score":0.4181443452835083},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34839701652526855},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32728269696235657},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.07022041082382202}],"concepts":[{"id":"https://openalex.org/C97256817","wikidata":"https://www.wikidata.org/wiki/Q1462316","display_name":"Spurious relationship","level":2,"score":0.8607782125473022},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7675741910934448},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.6080605387687683},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.5946919322013855},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.538358747959137},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5259644985198975},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5038720965385437},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.47618260979652405},{"id":"https://openalex.org/C2780665216","wikidata":"https://www.wikidata.org/wiki/Q6934498","display_name":"Multi-source","level":2,"score":0.4181443452835083},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34839701652526855},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32728269696235657},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.07022041082382202},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi52829.2022.9761651","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi52829.2022.9761651","pdf_url":null,"source":{"id":"https://openalex.org/S4363605129","display_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320316851","display_name":"KT","ror":"https://ror.org/043n4tt17"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1787224781","https://openalex.org/W2611650229","https://openalex.org/W2811104224","https://openalex.org/W2811374795","https://openalex.org/W2921802966","https://openalex.org/W2945976633","https://openalex.org/W2963466845","https://openalex.org/W2995225687","https://openalex.org/W3092603779","https://openalex.org/W3101156210","https://openalex.org/W3171849353","https://openalex.org/W3172381285","https://openalex.org/W3197368102","https://openalex.org/W6780682462","https://openalex.org/W6800266437"],"related_works":["https://openalex.org/W3113091479","https://openalex.org/W2162899405","https://openalex.org/W941090075","https://openalex.org/W17155033","https://openalex.org/W2044987316","https://openalex.org/W3134374554","https://openalex.org/W2237480245","https://openalex.org/W2075065631","https://openalex.org/W2519167559","https://openalex.org/W4311248832"],"abstract_inverted_index":{"The":[0,93],"recent":[1],"trend":[2],"of":[3,30,55,71,74,82,100,116,126],"integrating":[4],"multi-source":[5,77],"Chest":[6],"X-Ray":[7],"datasets":[8],"to":[9,18,22,59],"improve":[10,23],"automated":[11,109],"diagnostics":[12],"raises":[13],"concerns":[14],"that":[15,40,122],"models":[16,107],"learn":[17],"exploit":[19],"source-specific":[20],"correlations":[21,129],"performance":[24],"by":[25,45],"recognizing":[26],"the":[27,35,50,72,80,86,98,113],"source":[28,51,137],"domain":[29,138],"an":[31],"image":[32],"rather":[33],"than":[34],"medical":[36],"pathology.":[37],"We":[38],"hypothesize":[39],"this":[41,64,123],"effect":[42,73,125],"is":[43],"enforced":[44],"and":[46,90,96,104],"leverages":[47],"label-imbalance":[48,75],"across":[49],"domains,":[52],"i.e,":[53],"prevalence":[54],"a":[56,60,68],"disease":[57],"corresponding":[58],"source.":[61],"Therefore,":[62],"in":[63,76],"work,":[65],"we":[66],"perform":[67],"thorough":[69],"study":[70],"training":[78],"for":[79,108],"task":[81],"pneumonia":[83],"detection":[84,115],"on":[85],"widely":[87],"used":[88],"ChestX-ray14":[89],"CheXpert":[91],"datasets.":[92,139],"results":[94],"highlight":[95],"stress":[97],"importance":[99],"using":[101],"more":[102],"faithful":[103],"transparent":[105],"self-explaining":[106],"diagnosis,":[110],"thus":[111],"enabling":[112],"inherent":[114],"spurious":[117,128],"learning.":[118],"They":[119],"further":[120],"illustrate":[121],"undesirable":[124],"learning":[127],"can":[130],"be":[131],"reduced":[132],"considerably":[133],"when":[134],"ensuring":[135],"label-balanced":[136]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
