{"id":"https://openalex.org/W4401749117","doi":"https://doi.org/10.1109/isbi56570.2024.10635886","title":"A Data-Driven Solution for The Cold Start Problem in Biomedical Image Classification","display_name":"A Data-Driven Solution for The Cold Start Problem in Biomedical Image Classification","publication_year":2024,"publication_date":"2024-05-27","ids":{"openalex":"https://openalex.org/W4401749117","doi":"https://doi.org/10.1109/isbi56570.2024.10635886"},"language":"en","primary_location":{"id":"doi:10.1109/isbi56570.2024.10635886","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isbi56570.2024.10635886","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":"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/A5086393907","display_name":"Salome Kazeminia","orcid":"https://orcid.org/0000-0002-5500-9761"},"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":"Salome Kazeminia","raw_affiliation_strings":["Technical University of Munich,TUM School of Computation, Information and Technology,Munich,German"],"affiliations":[{"raw_affiliation_string":"Technical University of Munich,TUM School of Computation, Information and Technology,Munich,German","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106662164","display_name":"Miroslav B\u0159ez\u00edk","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":"Miroslav B\u0159ez\u00edk","raw_affiliation_strings":["Technical University of Munich,TUM School of Computation, Information and Technology,Munich,German"],"affiliations":[{"raw_affiliation_string":"Technical University of Munich,TUM School of Computation, Information and Technology,Munich,German","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035757196","display_name":"Sayedali Shetab Boushehri","orcid":"https://orcid.org/0000-0003-3391-9294"},"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":"Sayedali Shetab Boushehri","raw_affiliation_strings":["Technical University of Munich,TUM School of Computation, Information and Technology,Munich,German"],"affiliations":[{"raw_affiliation_string":"Technical University of Munich,TUM School of Computation, Information and Technology,Munich,German","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046721596","display_name":"Carsten Marr","orcid":"https://orcid.org/0000-0003-2154-4552"},"institutions":[{"id":"https://openalex.org/I3018134672","display_name":"Helmholtz Zentrum M\u00fcnchen","ror":"https://ror.org/00cfam450","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I3018134672"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Carsten Marr","raw_affiliation_strings":["Institute of AI for Health,Helmholtz Zentrum München, German Research Center for Environmental Health,Neuherberg,Germany"],"affiliations":[{"raw_affiliation_string":"Institute of AI for Health,Helmholtz Zentrum München, German Research Center for Environmental Health,Neuherberg,Germany","institution_ids":["https://openalex.org/I3018134672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5086393907"],"corresponding_institution_ids":["https://openalex.org/I62916508"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1301873,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"33","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9847000241279602,"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/computer-science","display_name":"Computer science","score":0.6155986785888672},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5087342858314514},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4443076252937317},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.36335766315460205}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6155986785888672},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5087342858314514},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4443076252937317},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.36335766315460205}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/isbi56570.2024.10635886","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isbi56570.2024.10635886","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"},{"id":"pmh:oai:push-zb.helmholtz-munich.de:71714","is_oa":false,"landing_page_url":"https://push-zb.helmholtz-munich.de/frontdoor.php?source_opus=71714","pdf_url":null,"source":{"id":"https://openalex.org/S7407055352","display_name":"PuSH - Publication Server of Helmholtz Zentrum M\u00fcnchen","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":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"In:. 2024. DOI: 10.1109/ISBI56570.2024.10635886","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.4099999964237213}],"awards":[],"funders":[{"id":"https://openalex.org/F4320325698","display_name":"Helmholtz Association","ror":null},{"id":"https://openalex.org/F4320334678","display_name":"European Research Council","ror":"https://ror.org/0472cxd90"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2013089587","https://openalex.org/W2165533158","https://openalex.org/W2194775991","https://openalex.org/W2271268216","https://openalex.org/W2746791238","https://openalex.org/W2750796620","https://openalex.org/W2914990631","https://openalex.org/W2963121255","https://openalex.org/W2963946669","https://openalex.org/W3036224891","https://openalex.org/W3105797048","https://openalex.org/W3159481202","https://openalex.org/W4200265305","https://openalex.org/W4221155125","https://openalex.org/W4284879920","https://openalex.org/W4294831525","https://openalex.org/W4306779096","https://openalex.org/W4312729595","https://openalex.org/W4312775442","https://openalex.org/W6739778489","https://openalex.org/W6774314701","https://openalex.org/W6779997284","https://openalex.org/W6787028562"],"related_works":["https://openalex.org/W2058170566","https://openalex.org/W2772917594","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398","https://openalex.org/W2775347418"],"abstract_inverted_index":{"The":[0],"demand":[1],"for":[2,13,41,75],"large":[3],"quantities":[4],"of":[5,50,62,89],"high-quality":[6,145],"annotated":[7],"images":[8],"poses":[9],"a":[10,25,66,79,119,123,132],"significant":[11],"bottleneck":[12],"developing":[14],"effective":[15],"deep":[16],"learning-based":[17],"classifiers":[18],"in":[19,108,114,148],"the":[20,31,37,70,87,105,110,138,149],"biomedical":[21,100,150],"domain.":[22],"We":[23,92,152],"present":[24],"simple":[26],"yet":[27],"powerful":[28],"solution":[29,136],"to":[30,58,85,137],"cold":[32],"start":[33],"problem,":[34],"i.e.,":[35],"selecting":[36,69],"most":[38,71],"informative":[39],"data":[40,73,112,146],"annotation":[42],"within":[43],"an":[44],"unlabeled":[45,63],"dataset.":[46],"Our":[47,102,129],"framework":[48],"consists":[49],"three":[51],"key":[52],"components:":[53],"(i)":[54],"A":[55],"self-supervised":[56],"encoder":[57],"construct":[59],"meaningful":[60],"representations":[61],"data,":[64],"(ii)":[65],"sampling":[67],"method":[68],"representative":[72,111],"points":[74,113],"annotation,":[76],"and":[77,117,134,143],"(iii)":[78],"classifier":[80],"head":[81],"using":[82],"model":[83],"ensembling":[84],"overcome":[86],"lack":[88],"validation":[90],"data.":[91],"test":[93],"our":[94,154],"approach":[95,107],"on":[96,122,159],"four":[97],"challenging":[98],"public":[99],"datasets.":[101],"strategy":[103],"outperforms":[104],"state-of-the-art":[106],"detecting":[109],"all":[115],"datasets":[116],"achieves":[118],"7%":[120],"improvement":[121],"leukemia":[124],"blood":[125],"cell":[126],"classification":[127],"task.":[128],"work":[130],"offers":[131],"practical":[133],"efficient":[135],"challenges":[139],"associated":[140],"with":[141],"tedious":[142],"costly,":[144],"annotations":[147],"field.":[151],"make":[153],"framework\u2019s":[155],"code":[156],"publicly":[157],"available":[158],"https://github.com/marrlab/initial-data-point-selection.":[160]},"counts_by_year":[],"updated_date":"2026-03-02T08:37:19.008085","created_date":"2025-10-10T00:00:00"}