{"id":"https://openalex.org/W4399425945","doi":"https://doi.org/10.1109/tfuzz.2024.3410929","title":"FMDNN: A Fuzzy-Guided Multigranular Deep Neural Network for Histopathological Image Classification","display_name":"FMDNN: A Fuzzy-Guided Multigranular Deep Neural Network for Histopathological Image Classification","publication_year":2024,"publication_date":"2024-06-07","ids":{"openalex":"https://openalex.org/W4399425945","doi":"https://doi.org/10.1109/tfuzz.2024.3410929"},"language":"en","primary_location":{"id":"doi:10.1109/tfuzz.2024.3410929","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2024.3410929","pdf_url":null,"source":{"id":"https://openalex.org/S134177497","display_name":"IEEE Transactions on Fuzzy Systems","issn_l":"1063-6706","issn":["1063-6706","1941-0034"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Fuzzy Systems","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2407.15312","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069969191","display_name":"Weiping Ding","orcid":"https://orcid.org/0000-0002-3180-7347"},"institutions":[{"id":"https://openalex.org/I199305430","display_name":"Nantong University","ror":"https://ror.org/02afcvw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I199305430"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiping Ding","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Nantong University, Nantong, China"],"raw_orcid":"https://orcid.org/0000-0002-3180-7347","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Nantong University, Nantong, China","institution_ids":["https://openalex.org/I199305430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114310439","display_name":"Tianyi Zhou","orcid":"https://orcid.org/0009-0000-5620-9362"},"institutions":[{"id":"https://openalex.org/I199305430","display_name":"Nantong University","ror":"https://ror.org/02afcvw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I199305430"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianyi Zhou","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Nantong University, Nantong, China"],"raw_orcid":"https://orcid.org/0009-0000-5620-9362","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Nantong University, Nantong, China","institution_ids":["https://openalex.org/I199305430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087093956","display_name":"Jiashuang Huang","orcid":"https://orcid.org/0000-0002-6204-9569"},"institutions":[{"id":"https://openalex.org/I199305430","display_name":"Nantong University","ror":"https://ror.org/02afcvw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I199305430"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiashuang Huang","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Nantong University, Nantong, China"],"raw_orcid":"https://orcid.org/0000-0002-6204-9569","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Nantong University, Nantong, China","institution_ids":["https://openalex.org/I199305430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102898208","display_name":"Shu Jiang","orcid":"https://orcid.org/0000-0001-5921-8512"},"institutions":[{"id":"https://openalex.org/I199305430","display_name":"Nantong University","ror":"https://ror.org/02afcvw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I199305430"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shu Jiang","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Nantong University, Nantong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Nantong University, Nantong, China","institution_ids":["https://openalex.org/I199305430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101489190","display_name":"Tao Hou","orcid":"https://orcid.org/0000-0002-3389-6136"},"institutions":[{"id":"https://openalex.org/I199305430","display_name":"Nantong University","ror":"https://ror.org/02afcvw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I199305430"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Hou","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Nantong University, Nantong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Nantong University, Nantong, China","institution_ids":["https://openalex.org/I199305430"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058936239","display_name":"Chin\u2010Teng Lin","orcid":"https://orcid.org/0000-0001-8371-8197"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Chin-Teng Lin","raw_affiliation_strings":["Centre for Artificial Intelligence, FEIT, University of Technology Sydney, Ultimo, NSW, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Artificial Intelligence, FEIT, University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":11.1139,"has_fulltext":true,"cited_by_count":40,"citation_normalized_percentile":{"value":0.98745414,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"32","issue":"8","first_page":"4709","last_page":"4723"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9983999729156494,"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"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9983999729156494,"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/T13693","display_name":"Smart Systems and Machine Learning","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.996399998664856,"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/artificial-neural-network","display_name":"Artificial neural network","score":0.6267514824867249},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.625274121761322},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6077890992164612},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5521126389503479},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.5068302750587463},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4369838237762451},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4189176559448242},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3686915636062622}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6267514824867249},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.625274121761322},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6077890992164612},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5521126389503479},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.5068302750587463},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4369838237762451},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4189176559448242},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3686915636062622}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tfuzz.2024.3410929","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2024.3410929","pdf_url":null,"source":{"id":"https://openalex.org/S134177497","display_name":"IEEE Transactions on Fuzzy Systems","issn_l":"1063-6706","issn":["1063-6706","1941-0034"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Fuzzy Systems","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2407.15312","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2407.15312","pdf_url":"https://arxiv.org/pdf/2407.15312","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2407.15312","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2407.15312","pdf_url":"https://arxiv.org/pdf/2407.15312","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1179378829","display_name":null,"funder_award_id":"62371261","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1591510878","display_name":null,"funder_award_id":"62006128","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3711735600","display_name":null,"funder_award_id":"61976120","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5845899633","display_name":null,"funder_award_id":"2022M711716","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G7476944060","display_name":null,"funder_award_id":"BK20231337","funder_id":"https://openalex.org/F4320322769","funder_display_name":"Natural Science Foundation of Jiangsu Province"},{"id":"https://openalex.org/G8011240538","display_name":null,"funder_award_id":"62102199","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320322769","display_name":"Natural Science Foundation of Jiangsu Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399425945.pdf","grobid_xml":"https://content.openalex.org/works/W4399425945.grobid-xml"},"referenced_works_count":56,"referenced_works":["https://openalex.org/W2075244491","https://openalex.org/W2194775991","https://openalex.org/W2618587140","https://openalex.org/W2914010220","https://openalex.org/W2962725274","https://openalex.org/W2971376088","https://openalex.org/W2980190282","https://openalex.org/W2998361995","https://openalex.org/W3008531067","https://openalex.org/W3017153481","https://openalex.org/W3021508389","https://openalex.org/W3034447539","https://openalex.org/W3035016310","https://openalex.org/W3035333819","https://openalex.org/W3038079017","https://openalex.org/W3041161530","https://openalex.org/W3092680448","https://openalex.org/W3094071141","https://openalex.org/W3104440123","https://openalex.org/W3104609094","https://openalex.org/W3121831259","https://openalex.org/W3126389275","https://openalex.org/W3128158496","https://openalex.org/W3129710776","https://openalex.org/W3131500599","https://openalex.org/W3135460287","https://openalex.org/W3141984075","https://openalex.org/W3151130473","https://openalex.org/W3168491317","https://openalex.org/W3170841864","https://openalex.org/W3183935632","https://openalex.org/W3192851400","https://openalex.org/W3203480968","https://openalex.org/W4206437360","https://openalex.org/W4206706211","https://openalex.org/W4211007335","https://openalex.org/W4211119275","https://openalex.org/W4220750335","https://openalex.org/W4238087693","https://openalex.org/W4288391270","https://openalex.org/W4288809219","https://openalex.org/W4295308583","https://openalex.org/W4306955476","https://openalex.org/W4307972630","https://openalex.org/W4312782274","https://openalex.org/W4380758096","https://openalex.org/W4381433571","https://openalex.org/W4384341549","https://openalex.org/W4385245566","https://openalex.org/W4386275916","https://openalex.org/W4387199878","https://openalex.org/W6784333009","https://openalex.org/W6788135285","https://openalex.org/W6791353385","https://openalex.org/W6794345597","https://openalex.org/W6795140394"],"related_works":["https://openalex.org/W2391251536","https://openalex.org/W2362198218","https://openalex.org/W2019521278","https://openalex.org/W1984922432","https://openalex.org/W2375008505","https://openalex.org/W1982750869","https://openalex.org/W2085756966","https://openalex.org/W2350679292","https://openalex.org/W2086348228","https://openalex.org/W2546503577"],"abstract_inverted_index":{"Histopathological":[0],"image":[1,201],"classification":[2,176,197,202],"constitutes":[3],"a":[4,34,56,189],"pivotal":[5],"task":[6],"in":[7,43,107,192],"computer-aided":[8],"diagnostics.":[9],"The":[10],"precise":[11],"identification":[12],"and":[13,26,96,178,203],"categorization":[14],"of":[15,19,32,63,84,114,121],"histopathological":[16,108,200],"images":[17],"are":[18,132,143],"paramount":[20],"significance":[21],"for":[22,199],"early":[23],"disease":[24],"detection":[25],"treatment.":[27],"In":[28,180],"the":[29,60,71,80,100,105,112,119],"diagnostic":[30,82],"process":[31],"pathologists,":[33,85],"multitiered":[35],"approach":[36,83],"is":[37,52],"typically":[38],"employed":[39],"to":[40,102,117,145,168,173],"assess":[41],"abnormalities":[42],"cell":[44,91],"regions":[45],"at":[46,55,93],"different":[47,135],"magnifications.":[48],"However,":[49],"feature":[50,88,128],"extraction":[51,89],"often":[53],"performed":[54],"single":[57],"granularity,":[58,98],"overlooking":[59],"multigranular":[61,127,159],"characteristics":[62],"cells.":[64],"To":[65],"address":[66,118],"this":[67],"issue,":[68],"we":[69,86],"propose":[70],"fuzzy-guided":[72,151],"multigranularity":[73],"deep":[74],"neural":[75],"network":[76],"(FMDNN).":[77],"Inspired":[78],"by":[79],"multi-granular":[81],"perform":[87],"on":[90,182],"structures":[92],"coarse,":[94],"medium,":[95],"fine":[97],"enabling":[99],"model":[101,187],"fully":[103],"harness":[104],"information":[106,124],"images.":[109],"We":[110,161],"incorporate":[111],"theory":[113],"fuzzy":[115,139,148,156],"logic":[116],"challenge":[120],"redundant":[122],"key":[123],"arising":[125],"during":[126],"extraction.":[129],"Cell":[130],"features":[131,157,164],"described":[133],"from":[134],"perspectives":[136],"using":[137],"multiple":[138,183],"membership":[140],"functions,":[141],"which":[142],"fused":[144],"create":[146],"universal":[147,155],"features.":[149,160],"A":[150],"cross-attention":[152],"module":[153],"guides":[154],"toward":[158],"propagate":[162],"these":[163],"through":[165],"an":[166],"encoder":[167],"all":[169],"patch":[170],"tokens,":[171],"aiming":[172],"achieve":[174],"enhanced":[175],"accuracy":[177,193],"robustness.":[179],"experiments":[181],"public":[184],"datasets,":[185],"our":[186],"exhibits":[188],"significant":[190],"improvement":[191],"over":[194],"commonly":[195],"used":[196],"methods":[198],"shows":[204],"commendable":[205],"interpretability.":[206]},"counts_by_year":[{"year":2026,"cited_by_count":13},{"year":2025,"cited_by_count":25},{"year":2024,"cited_by_count":2}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2024-06-08T00:00:00"}
