{"id":"https://openalex.org/W4281617606","doi":"https://doi.org/10.1109/ipta54936.2022.9784119","title":"Analysis of automatically generated embedding guides for cell classification","display_name":"Analysis of automatically generated embedding guides for cell classification","publication_year":2022,"publication_date":"2022-04-19","ids":{"openalex":"https://openalex.org/W4281617606","doi":"https://doi.org/10.1109/ipta54936.2022.9784119"},"language":"en","primary_location":{"id":"doi:10.1109/ipta54936.2022.9784119","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ipta54936.2022.9784119","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 Eleventh International Conference on Image Processing Theory, Tools and Applications (IPTA)","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/A5033693993","display_name":"Philipp Gr\u00e4bel","orcid":null},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Philipp Grabel","raw_affiliation_strings":["Institute of Imaging and Computer Vision, RWTH Aachen University,Aachen,Germany","Institute of Imaging and Computer Vision, RWTH Aachen University, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Imaging and Computer Vision, RWTH Aachen University,Aachen,Germany","institution_ids":["https://openalex.org/I887968799"]},{"raw_affiliation_string":"Institute of Imaging and Computer Vision, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079749527","display_name":"Julian Thull","orcid":null},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Julian Thull","raw_affiliation_strings":["Institute of Imaging and Computer Vision, RWTH Aachen University,Aachen,Germany","Institute of Imaging and Computer Vision, RWTH Aachen University, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Imaging and Computer Vision, RWTH Aachen University,Aachen,Germany","institution_ids":["https://openalex.org/I887968799"]},{"raw_affiliation_string":"Institute of Imaging and Computer Vision, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090648381","display_name":"Martina Crysandt","orcid":null},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Martina Crysandt","raw_affiliation_strings":["University Hospital, RWTH Aachen University,Department of Hematology, Oncology, Hemostaseology and Stem Cell Transplantation,Aachen,Germany","Department of Hematology, Oncology, Hemostaseology and Stem Cell Transplantation, University Hospital, RWTH Aachen University, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"University Hospital, RWTH Aachen University,Department of Hematology, Oncology, Hemostaseology and Stem Cell Transplantation,Aachen,Germany","institution_ids":["https://openalex.org/I887968799"]},{"raw_affiliation_string":"Department of Hematology, Oncology, Hemostaseology and Stem Cell Transplantation, University Hospital, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068465621","display_name":"Barbara M. Klinkhammer","orcid":"https://orcid.org/0000-0002-1566-7129"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Barbara M. Klinkhammer","raw_affiliation_strings":["Institute of Pathology, University Hospital, RWTH Aachen University,Aachen,Germany","Institute of Pathology, University Hospital, RWTH Aachen University, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Pathology, University Hospital, RWTH Aachen University,Aachen,Germany","institution_ids":["https://openalex.org/I887968799"]},{"raw_affiliation_string":"Institute of Pathology, University Hospital, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049305761","display_name":"Peter Boor","orcid":"https://orcid.org/0000-0001-9921-4284"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Peter Boor","raw_affiliation_strings":["Institute of Pathology, University Hospital, RWTH Aachen University,Aachen,Germany","Institute of Pathology, University Hospital, RWTH Aachen University, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Pathology, University Hospital, RWTH Aachen University,Aachen,Germany","institution_ids":["https://openalex.org/I887968799"]},{"raw_affiliation_string":"Institute of Pathology, University Hospital, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044355331","display_name":"Tim H. Br\u00fcmmendorf","orcid":"https://orcid.org/0000-0002-9677-3723"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tim H. Brummendorf","raw_affiliation_strings":["University Hospital, RWTH Aachen University,Department of Hematology, Oncology, Hemostaseology and Stem Cell Transplantation,Aachen,Germany","Department of Hematology, Oncology, Hemostaseology and Stem Cell Transplantation, University Hospital, RWTH Aachen University, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"University Hospital, RWTH Aachen University,Department of Hematology, Oncology, Hemostaseology and Stem Cell Transplantation,Aachen,Germany","institution_ids":["https://openalex.org/I887968799"]},{"raw_affiliation_string":"Department of Hematology, Oncology, Hemostaseology and Stem Cell Transplantation, University Hospital, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064747056","display_name":"Dorit Merhof","orcid":"https://orcid.org/0000-0002-1672-2185"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dorit Merhof","raw_affiliation_strings":["Institute of Imaging and Computer Vision, RWTH Aachen University,Aachen,Germany","Institute of Imaging and Computer Vision, RWTH Aachen University, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Imaging and Computer Vision, RWTH Aachen University,Aachen,Germany","institution_ids":["https://openalex.org/I887968799"]},{"raw_affiliation_string":"Institute of Imaging and Computer Vision, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5033693993"],"corresponding_institution_ids":["https://openalex.org/I887968799"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.03301733,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"34","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.9955000281333923,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9918000102043152,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.663290798664093},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6253880262374878},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.473476767539978},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36103183031082153}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.663290798664093},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6253880262374878},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.473476767539978},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36103183031082153}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ipta54936.2022.9784119","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ipta54936.2022.9784119","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 Eleventh International Conference on Image Processing Theory, Tools and Applications (IPTA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W151895561","https://openalex.org/W1901129140","https://openalex.org/W1974972147","https://openalex.org/W2075220720","https://openalex.org/W2117539524","https://openalex.org/W2167482691","https://openalex.org/W2339819452","https://openalex.org/W2786672974","https://openalex.org/W2963446712","https://openalex.org/W3013741643","https://openalex.org/W3099206234","https://openalex.org/W3199718473","https://openalex.org/W3210065255","https://openalex.org/W4239510810","https://openalex.org/W4244165801","https://openalex.org/W6606194389","https://openalex.org/W6639824700","https://openalex.org/W6748816842","https://openalex.org/W6775610265","https://openalex.org/W6785269020"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2081900870","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Automated":[0],"cell":[1,26,63,92],"classification":[2,50,139],"in":[3],"human":[4],"bone":[5],"marrow":[6],"microscopy":[7],"images":[8],"could":[9],"lead":[10],"to":[11,16,59,75,100,143],"faster":[12],"acquisition":[13],"and,":[14],"therefore,":[15],"a":[17,43],"considerably":[18],"larger":[19],"number":[20],"of":[21,34,46,51,125],"cells":[22],"for":[23,31,90],"the":[24,32,117,121,137],"statistical":[25],"count":[27],"analysis.":[28],"As":[29],"basis":[30],"diagnosis":[33,124],"hematopoietic":[35],"dis-eases":[36],"such":[37,52],"as":[38,72,86],"leukemia,":[39],"this":[40,77,95,130],"would":[41],"be":[42],"significant":[44],"improvement":[45],"clinical":[47],"workflows.":[48],"The":[49],"cells,":[53],"however,":[54],"is":[55],"challenging,":[56],"partially":[57],"due":[58],"dependencies":[60],"between":[61],"different":[62],"types.":[64,93],"In":[65,94],"2021,":[66],"guided":[67,101],"representation":[68],"learning":[69,103],"was":[70],"introduced":[71],"an":[73,87],"approach":[74],"include":[76],"domain":[78],"knowledge":[79],"into":[80],"training":[81],"by":[82,104,141],"providing":[83],"\u201cembedding":[84],"guides\u201d":[85],"optimization":[88,111],"target":[89],"individual":[91],"work,":[96],"we":[97],"propose":[98],"improvements":[99],"repre-sentation":[102],"automatically":[105],"generating":[106],"guides":[107],"based":[108],"on":[109,123],"graph":[110],"algorithms.":[112],"We":[113,127],"incorporate":[114],"information":[115],"about":[116],"visual":[118],"similarity":[119],"and":[120,135],"impact":[122],"mis-classifications.":[126],"show":[128],"that":[129],"reduces":[131],"critical":[132],"false":[133],"predictions":[134],"improves":[136],"overall":[138],"F-score":[140],"up":[142],"2.5":[144],"percentage":[145],"points.":[146]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
