{"id":"https://openalex.org/W4407930333","doi":"https://doi.org/10.5220/0013102700003911","title":"Analysis of 3D Urticaceae Pollen Classification Using Deep Learning Models","display_name":"Analysis of 3D Urticaceae Pollen Classification Using Deep Learning Models","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4407930333","doi":"https://doi.org/10.5220/0013102700003911"},"language":"en","primary_location":{"id":"doi:10.5220/0013102700003911","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0013102700003911","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 18th International Joint Conference on Biomedical Engineering Systems and Technologies","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0013102700003911","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Tijs Konijn","orcid":null},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Tijs Konijn","raw_affiliation_strings":["Leiden Institute of Advanced Computer Science, Leiden University, Einsteinweg 55, Leiden, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leiden Institute of Advanced Computer Science, Leiden University, Einsteinweg 55, Leiden, The Netherlands","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116417977","display_name":"Imaan Bijl","orcid":null},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Imaan Bijl","raw_affiliation_strings":["Leiden Institute of Advanced Computer Science, Leiden University, Einsteinweg 55, Leiden, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leiden Institute of Advanced Computer Science, Leiden University, Einsteinweg 55, Leiden, The Netherlands","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100393055","display_name":"Lu Cao","orcid":"https://orcid.org/0000-0002-1847-068X"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Lu Cao","raw_affiliation_strings":["Leiden Institute of Advanced Computer Science, Leiden University, Einsteinweg 55, Leiden, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leiden Institute of Advanced Computer Science, Leiden University, Einsteinweg 55, Leiden, The Netherlands","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022631255","display_name":"Fons J. Verbeek","orcid":"https://orcid.org/0000-0003-2445-8158"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Fons Verbeek","raw_affiliation_strings":["Leiden Institute of Advanced Computer Science, Leiden University, Einsteinweg 55, Leiden, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leiden Institute of Advanced Computer Science, Leiden University, Einsteinweg 55, Leiden, The Netherlands","institution_ids":["https://openalex.org/I121797337"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I121797337"],"apc_list":null,"apc_paid":null,"fwci":12.4795,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.96015002,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"288","last_page":"295"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10487","display_name":"Plant and animal studies","score":0.9580000042915344,"subfield":{"id":"https://openalex.org/subfields/1105","display_name":"Ecology, Evolution, Behavior and Systematics"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10487","display_name":"Plant and animal studies","score":0.9580000042915344,"subfield":{"id":"https://openalex.org/subfields/1105","display_name":"Ecology, Evolution, Behavior and Systematics"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/urticaceae","display_name":"Urticaceae","score":0.9589524269104004},{"id":"https://openalex.org/keywords/pollen","display_name":"Pollen","score":0.6685155630111694},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5727694630622864},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5502878427505493},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.48755186796188354},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3670309782028198},{"id":"https://openalex.org/keywords/botany","display_name":"Botany","score":0.2790824770927429},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.12999457120895386}],"concepts":[{"id":"https://openalex.org/C2779309145","wikidata":"https://www.wikidata.org/wiki/Q156332","display_name":"Urticaceae","level":2,"score":0.9589524269104004},{"id":"https://openalex.org/C2780618852","wikidata":"https://www.wikidata.org/wiki/Q79932","display_name":"Pollen","level":2,"score":0.6685155630111694},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5727694630622864},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5502878427505493},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.48755186796188354},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3670309782028198},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.2790824770927429},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.12999457120895386}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5220/0013102700003911","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0013102700003911","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 18th International Joint Conference on Biomedical Engineering Systems and Technologies","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2503.07419","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2503.07419","pdf_url":"https://arxiv.org/pdf/2503.07419","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"doi:10.5220/0013102700003911","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0013102700003911","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 18th International Joint Conference on Biomedical Engineering Systems and Technologies","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.5299999713897705}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2060734250","https://openalex.org/W2049761569","https://openalex.org/W2286313318","https://openalex.org/W2253118150","https://openalex.org/W4288428971","https://openalex.org/W2264411797","https://openalex.org/W2004623123","https://openalex.org/W2078530197","https://openalex.org/W2731899572","https://openalex.org/W2979692263"],"abstract_inverted_index":{"Due":[0],"to":[1],"the":[2,33,39,42,53,82,86,107,134],"climate":[3],"change,":[4],"hay":[5],"fever":[6],"becomes":[7],"a":[8],"pressing":[9],"healthcare":[10],"problem":[11],"with":[12,89,137],"an":[13,138],"increasing":[14],"number":[15],"of":[16,21,35,52,78,140],"affected":[17],"population,":[18],"prolonged":[19],"period":[20],"affect":[22],"and":[23,44,84,110,130],"severer":[24],"symptoms.":[25],"A":[26],"precise":[27],"pollen":[28,37,54],"classification":[29,55,83,87],"could":[30],"help":[31],"monitor":[32],"trend":[34],"allergic":[36],"in":[38,99,119],"air":[40],"throughout":[41],"year":[43],"guide":[45],"preventive":[46],"strategies":[47],"launched":[48],"by":[49],"municipalities.":[50],"Most":[51],"works":[56],"use":[57],"2D":[58,62],"microscopy":[59],"image":[60,67,96],"or":[61],"projection":[63],"derived":[64],"from":[65,103],"3D":[66,79,95],"datasets.":[68],"In":[69],"this":[70,100],"paper,":[71],"we":[72],"aim":[73],"at":[74],"using":[75,126],"whole":[76],"stack":[77],"images":[80],"for":[81],"evaluating":[85],"performance":[88,136],"different":[90],"deep":[91],"learning":[92],"models.":[93],"The":[94,122],"dataset":[97],"used":[98],"paper":[101],"is":[102],"Urticaceae":[104],"family,":[105],"particularly":[106],"genera":[108],"Urtica":[109],"Parietaria,":[111],"which":[112],"are":[113],"morphologically":[114],"similar":[115],"yet":[116],"differ":[117],"significantly":[118],"allergenic":[120],"potential.":[121],"pre-trained":[123],"ResNet3D":[124],"model,":[125],"optimal":[127],"layer":[128],"selection":[129],"extended":[131],"epochs,":[132],"achieved":[133],"best":[135],"F1-score":[139],"98.3%.":[141]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-05T07:39:15.569665","created_date":"2025-10-10T00:00:00"}