{"id":"https://openalex.org/W4384993072","doi":"https://doi.org/10.1109/mci.2023.3277771","title":"Multi-Magnification Attention Convolutional Neural Networks [AI-eXplained]","display_name":"Multi-Magnification Attention Convolutional Neural Networks [AI-eXplained]","publication_year":2023,"publication_date":"2023-07-19","ids":{"openalex":"https://openalex.org/W4384993072","doi":"https://doi.org/10.1109/mci.2023.3277771"},"language":"en","primary_location":{"id":"doi:10.1109/mci.2023.3277771","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mci.2023.3277771","pdf_url":null,"source":{"id":"https://openalex.org/S104797584","display_name":"IEEE Computational Intelligence Magazine","issn_l":"1556-603X","issn":["1556-603X","1556-6048"],"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 Computational Intelligence Magazine","raw_type":"journal-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/A5075437257","display_name":"C. H. Chao","orcid":"https://orcid.org/0000-0002-0473-5966"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Chia-Wei Chao","raw_affiliation_strings":["National Cheng Kung University, TAIWAN"],"raw_orcid":"https://orcid.org/0000-0002-0473-5966","affiliations":[{"raw_affiliation_string":"National Cheng Kung University, TAIWAN","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049908270","display_name":"Daniel Winden Hwang","orcid":"https://orcid.org/0009-0006-6571-3847"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Daniel Winden Hwang","raw_affiliation_strings":["National Cheng Kung University, TAIWAN"],"raw_orcid":"https://orcid.org/0009-0006-6571-3847","affiliations":[{"raw_affiliation_string":"National Cheng Kung University, TAIWAN","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011247972","display_name":"Hung\u2010Wen Tsai","orcid":null},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hung-Wen Tsai","raw_affiliation_strings":["National Cheng Kung University, TAIWAN"],"raw_orcid":"https://orcid.org/0000-0001-9223-2535","affiliations":[{"raw_affiliation_string":"National Cheng Kung University, TAIWAN","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015163200","display_name":"Shih-Hsuan Lin","orcid":"https://orcid.org/0009-0000-4731-9869"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shih-Hsuan Lin","raw_affiliation_strings":["National Cheng Kung University, TAIWAN"],"raw_orcid":"https://orcid.org/0009-0000-4731-9869","affiliations":[{"raw_affiliation_string":"National Cheng Kung University, TAIWAN","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101569022","display_name":"Weili Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Wei-Li Chen","raw_affiliation_strings":["National Cheng Kung University, TAIWAN"],"raw_orcid":"https://orcid.org/0009-0009-6821-7808","affiliations":[{"raw_affiliation_string":"National Cheng Kung University, TAIWAN","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082146813","display_name":"Chun-Rong Huang","orcid":"https://orcid.org/0000-0003-2372-5429"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chun-Rong Huang","raw_affiliation_strings":["National Cheng Kung University, TAIWAN"],"raw_orcid":"https://orcid.org/0000-0003-2372-5429","affiliations":[{"raw_affiliation_string":"National Cheng Kung University, TAIWAN","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048480773","display_name":"Pau\u2010Choo Chung","orcid":"https://orcid.org/0000-0002-8660-570X"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Pau-Choo Chung","raw_affiliation_strings":["National Cheng Kung University, TAIWAN"],"raw_orcid":"https://orcid.org/0000-0002-8660-570X","affiliations":[{"raw_affiliation_string":"National Cheng Kung University, TAIWAN","institution_ids":["https://openalex.org/I91807558"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5075437257"],"corresponding_institution_ids":["https://openalex.org/I91807558"],"apc_list":null,"apc_paid":null,"fwci":0.7065,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.71826629,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"18","issue":"3","first_page":"54","last_page":"55"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9975000023841858,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9975000023841858,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9947999715805054,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9700000286102295,"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":0.7539066076278687},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7148321866989136},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6136361360549927},{"id":"https://openalex.org/keywords/magnification","display_name":"Magnification","score":0.5930585861206055},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.360136479139328},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33653566241264343}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7539066076278687},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7148321866989136},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6136361360549927},{"id":"https://openalex.org/C4144372","wikidata":"https://www.wikidata.org/wiki/Q675287","display_name":"Magnification","level":2,"score":0.5930585861206055},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.360136479139328},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33653566241264343}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mci.2023.3277771","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mci.2023.3277771","pdf_url":null,"source":{"id":"https://openalex.org/S104797584","display_name":"IEEE Computational Intelligence Magazine","issn_l":"1556-603X","issn":["1556-603X","1556-6048"],"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 Computational Intelligence Magazine","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.41999998688697815,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W2412782625","https://openalex.org/W2752782242","https://openalex.org/W2964157630","https://openalex.org/W2964361415"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W2033914206"],"abstract_inverted_index":{"To":[0,30],"apply":[1],"convolutional":[2,37],"neural":[3,38],"networks":[4],"(CNNs)":[5],"on":[6,47,56],"high-resolution":[7],"images,":[8],"a":[9,34],"common":[10],"approach":[11,54],"is":[12,24,41,68],"to":[13,43,70,77,87],"split":[14],"the":[15,22,27,32,58,89],"input":[16,28],"image":[17],"into":[18],"smaller":[19],"patches.":[20],"However,":[21],"field-of-view":[23],"restricted":[25],"by":[26],"size.":[29],"overcome":[31],"problem,":[33],"multi-magnification":[35],"attention":[36],"network":[39],"(MMA-CNN)":[40],"proposed":[42],"analyze":[44],"images":[45,74],"based":[46],"both":[48],"local":[49],"and":[50,67],"global":[51],"features.":[52],"Our":[53],"focuses":[55],"identifying":[57],"importance":[59],"of":[60,92],"individual":[61],"features":[62],"at":[63],"each":[64],"magnification":[65],"level":[66],"applied":[69],"pathology":[71],"whole":[72],"slide":[73],"(WSIs)":[75],"segmentation":[76],"show":[78],"its":[79],"effectiveness.":[80],"Several":[81],"interactive":[82],"figures":[83],"are":[84],"also":[85],"developed":[86],"enhance":[88],"reader\u2019s":[90],"understanding":[91],"our":[93],"research.":[94]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
