{"id":"https://openalex.org/W4392402621","doi":"https://doi.org/10.5220/0012382600003660","title":"When Medical Imaging Met Self-Attention: A Love Story That Didn\u2019t Quite Work out","display_name":"When Medical Imaging Met Self-Attention: A Love Story That Didn\u2019t Quite Work out","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4392402621","doi":"https://doi.org/10.5220/0012382600003660"},"language":"en","primary_location":{"id":"doi:10.5220/0012382600003660","is_oa":true,"landing_page_url":"http://dx.doi.org/10.5220/0012382600003660","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"http://dx.doi.org/10.5220/0012382600003660","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5094056148","display_name":"Tristan Piater","orcid":null},"institutions":[{"id":"https://openalex.org/I76198965","display_name":"Friedrich Schiller University Jena","ror":"https://ror.org/05qpz1x62","country_code":"DE","type":"education","lineage":["https://openalex.org/I76198965"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Tristan Piater","raw_affiliation_strings":["Computer Vision Group, Friedrich Schiller University, Jena, Germany, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Computer Vision Group, Friedrich Schiller University, Jena, Germany, --- Select a Country ---","institution_ids":["https://openalex.org/I76198965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073000187","display_name":"Niklas Penzel","orcid":"https://orcid.org/0000-0001-8002-4130"},"institutions":[{"id":"https://openalex.org/I76198965","display_name":"Friedrich Schiller University Jena","ror":"https://ror.org/05qpz1x62","country_code":"DE","type":"education","lineage":["https://openalex.org/I76198965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Niklas Penzel","raw_affiliation_strings":["Computer Vision Group, Friedrich Schiller University, Jena, Germany, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Computer Vision Group, Friedrich Schiller University, Jena, Germany, --- Select a Country ---","institution_ids":["https://openalex.org/I76198965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008335207","display_name":"Gideon Stein","orcid":"https://orcid.org/0000-0002-2735-1842"},"institutions":[{"id":"https://openalex.org/I76198965","display_name":"Friedrich Schiller University Jena","ror":"https://ror.org/05qpz1x62","country_code":"DE","type":"education","lineage":["https://openalex.org/I76198965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Gideon Stein","raw_affiliation_strings":["Computer Vision Group, Friedrich Schiller University, Jena, Germany, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Computer Vision Group, Friedrich Schiller University, Jena, Germany, --- Select a Country ---","institution_ids":["https://openalex.org/I76198965"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024934744","display_name":"Joachim Denzler","orcid":"https://orcid.org/0000-0002-3193-3300"},"institutions":[{"id":"https://openalex.org/I76198965","display_name":"Friedrich Schiller University Jena","ror":"https://ror.org/05qpz1x62","country_code":"DE","type":"education","lineage":["https://openalex.org/I76198965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Joachim Denzler","raw_affiliation_strings":["Computer Vision Group, Friedrich Schiller University, Jena, Germany, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Computer Vision Group, Friedrich Schiller University, Jena, Germany, --- Select a Country ---","institution_ids":["https://openalex.org/I76198965"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5094056148"],"corresponding_institution_ids":["https://openalex.org/I76198965"],"apc_list":null,"apc_paid":null,"fwci":1.2365,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.77750793,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"149","last_page":"158"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11894","display_name":"Radiology practices and education","score":0.913100004196167,"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/T11894","display_name":"Radiology practices and education","score":0.913100004196167,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.5402237176895142},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4887406826019287},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3247178792953491},{"id":"https://openalex.org/keywords/psychoanalysis","display_name":"Psychoanalysis","score":0.3222893178462982},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1719590723514557},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.07190513610839844}],"concepts":[{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.5402237176895142},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4887406826019287},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3247178792953491},{"id":"https://openalex.org/C11171543","wikidata":"https://www.wikidata.org/wiki/Q41630","display_name":"Psychoanalysis","level":1,"score":0.3222893178462982},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1719590723514557},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.07190513610839844}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5220/0012382600003660","is_oa":true,"landing_page_url":"http://dx.doi.org/10.5220/0012382600003660","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2404.12295","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2404.12295","pdf_url":"https://arxiv.org/pdf/2404.12295","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":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"doi:10.5220/0012382600003660","is_oa":true,"landing_page_url":"http://dx.doi.org/10.5220/0012382600003660","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Gender equality","score":0.5,"id":"https://metadata.un.org/sdg/5"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W2100600008","https://openalex.org/W2117539524","https://openalex.org/W2194775991","https://openalex.org/W2436426225","https://openalex.org/W2889232360","https://openalex.org/W2890655382","https://openalex.org/W2911818805","https://openalex.org/W2932083555","https://openalex.org/W2955425717","https://openalex.org/W2962819936","https://openalex.org/W2962858109","https://openalex.org/W2963091558","https://openalex.org/W2963163009","https://openalex.org/W2963993898","https://openalex.org/W2964132737","https://openalex.org/W2967444033","https://openalex.org/W3081500256","https://openalex.org/W3094502228","https://openalex.org/W3099790272","https://openalex.org/W3102785203","https://openalex.org/W3157506437","https://openalex.org/W3165730810","https://openalex.org/W3174925291","https://openalex.org/W4205189720","https://openalex.org/W4251742697","https://openalex.org/W4285661751","https://openalex.org/W4298395628","https://openalex.org/W4300001742","https://openalex.org/W4319166054","https://openalex.org/W4321353846","https://openalex.org/W4360994757","https://openalex.org/W4385245566","https://openalex.org/W4387225729","https://openalex.org/W4387294617"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W4391913857","https://openalex.org/W2350741829","https://openalex.org/W2530322880"],"abstract_inverted_index":{"A":[0],"substantial":[1],"body":[2],"of":[3,31,87,186],"research":[4],"has":[5],"focused":[6],"on":[7,21,49,72],"developing":[8],"systems":[9],"that":[10,147,176],"assist":[11],"medical":[12,59,75],"professionals":[13],"during":[14,120],"labor-intensive":[15],"early":[16],"screening":[17],"processes,":[18],"many":[19],"based":[20],"convolutional":[22,47,66,97,142,189],"deep-learning":[23],"architectures.":[24],"Recently,":[25],"multiple":[26],"studies":[27,40],"explored":[28],"the":[29,36,84,114,121,184],"application":[30],"so-called":[32],"self-attention":[33,70],"mechanisms":[34],"in":[35,137,154],"vision":[37],"domain.":[38],"These":[39],"often":[41],"report":[42],"empirical":[43],"improvements":[44],"over":[45,140],"fully":[46,141,188],"approaches":[48],"various":[50],"datasets":[51],"and":[52,98,101,127],"tasks.":[53],"To":[54],"evaluate":[55,83,102],"this":[56],"trend":[57],"for":[58],"imaging,":[60],"we":[61,79,107,132,169],"extend":[62],"two":[63,73],"widely":[64],"adopted":[65],"architectures":[67],"with":[68,94],"different":[69,74],"variants":[71],"datasets.":[76],"With":[77],"this,":[78],"aim":[80],"to":[81,129,182],"specifically":[82],"possible":[85],"advantages":[86],"additional":[88],"self-attention.":[89,164],"We":[90,144,174],"compare":[91],"our":[92,130],"models":[93,119],"similarly":[95],"sized":[96],"attention-based":[99],"baselines":[100],"performance":[103,185],"gains":[104],"statistically.":[105],"Additionally,":[106],"investigate":[108],"how":[109],"including":[110],"such":[111,150],"layers":[112],"changes":[113],"features":[115],"learned":[116,161],"by":[117,162],"these":[118],"training.":[122],"Following":[123],"a":[124],"hyperparameter":[125],"search,":[126],"contrary":[128],"expectations,":[131],"observe":[133],"no":[134],"significant":[135],"improvement":[136],"balanced":[138],"accuracy":[139],"models.":[143],"also":[145],"find":[146],"important":[148],"features,":[149],"as":[151],"dermoscopic":[152],"structures":[153],"skin":[155],"lesion":[156],"images,":[157],"are":[158],"still":[159],"not":[160],"employing":[163],"Finally,":[165],"analyzing":[166],"local":[167],"explanations,":[168],"confirm":[170],"biased":[171],"feature":[172],"usage.":[173],"conclude":[175],"merely":[177],"incorporating":[178],"attention":[179],"is":[180],"insufficient":[181],"surpass":[183],"existing":[187],"methods.":[190]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2024-03-05T00:00:00"}