{"id":"https://openalex.org/W4392427244","doi":"https://doi.org/10.1109/isbi56570.2024.10635344","title":"Glfnet: Global-Local (Frequency) Filter Networks for Efficient Medical Image Segmentation","display_name":"Glfnet: Global-Local (Frequency) Filter Networks for Efficient Medical Image Segmentation","publication_year":2024,"publication_date":"2024-05-27","ids":{"openalex":"https://openalex.org/W4392427244","doi":"https://doi.org/10.1109/isbi56570.2024.10635344"},"language":"en","primary_location":{"id":"doi:10.1109/isbi56570.2024.10635344","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi56570.2024.10635344","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":"conference-paper","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047204950","display_name":"Athanasios Tragakis","orcid":null},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Athanasios Tragakis","raw_affiliation_strings":["University of Glasgow,School of Physics and Astronomy,Glasgow,UK,G12 8QQ"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Glasgow,School of Physics and Astronomy,Glasgow,UK,G12 8QQ","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073540330","display_name":"Qianying Liu","orcid":"https://orcid.org/0000-0003-0765-7243"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Qianying Liu","raw_affiliation_strings":["University of Glasgow,School of Computing Science,United Kingdom,G12 8RZ"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Glasgow,School of Computing Science,United Kingdom,G12 8RZ","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076295200","display_name":"Chaitanya Kaul","orcid":"https://orcid.org/0000-0003-4893-6222"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Chaitanya Kaul","raw_affiliation_strings":["University of Glasgow,School of Computing Science,United Kingdom,G12 8RZ"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Glasgow,School of Computing Science,United Kingdom,G12 8RZ","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087427076","display_name":"Swalpa Kumar Roy","orcid":"https://orcid.org/0000-0002-6580-3977"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Swalpa Kumar Roy","raw_affiliation_strings":["Alipurduar Government Engineering and Management College,Department of Computer Science and Engineering,West Bengal,India,736206"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alipurduar Government Engineering and Management College,Department of Computer Science and Engineering,West Bengal,India,736206","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080852978","display_name":"Hang Dai","orcid":"https://orcid.org/0000-0002-7609-0124"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hang Dai","raw_affiliation_strings":["University of Glasgow,School of Computing Science,United Kingdom,G12 8RZ"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Glasgow,School of Computing Science,United Kingdom,G12 8RZ","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082776788","display_name":"Fani Deligianni","orcid":"https://orcid.org/0000-0003-1306-5017"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Fani Deligianni","raw_affiliation_strings":["University of Glasgow,School of Computing Science,United Kingdom,G12 8RZ"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Glasgow,School of Computing Science,United Kingdom,G12 8RZ","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070918132","display_name":"Roderick Murray\u2010Smith","orcid":"https://orcid.org/0000-0003-4228-7962"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Roderick Murray-Smith","raw_affiliation_strings":["University of Glasgow,School of Computing Science,United Kingdom,G12 8RZ"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Glasgow,School of Computing Science,United Kingdom,G12 8RZ","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082496896","display_name":"Daniele Faccio","orcid":"https://orcid.org/0000-0001-8397-334X"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Daniele Faccio","raw_affiliation_strings":["University of Glasgow,School of Physics and Astronomy,Glasgow,UK,G12 8QQ"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Glasgow,School of Physics and Astronomy,Glasgow,UK,G12 8QQ","institution_ids":["https://openalex.org/I7882870"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9373999834060669,"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":0.9373999834060669,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.926800012588501,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9125999808311462,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.5846753120422363},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5739927887916565},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5692452192306519},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5551733374595642},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5341455340385437},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5066869854927063},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4215811491012573},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34003329277038574}],"concepts":[{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.5846753120422363},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5739927887916565},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5692452192306519},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5551733374595642},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5341455340385437},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5066869854927063},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4215811491012573},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34003329277038574}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/isbi56570.2024.10635344","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi56570.2024.10635344","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:eprints.gla.ac.uk:318673","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceedings"},{"id":"pmh:oai:arXiv.org:2403.00396","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2403.00396","pdf_url":"https://arxiv.org/pdf/2403.00396","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"},{"id":"pmh:oai:eprints.gla.ac.uk:318673","is_oa":true,"landing_page_url":"https://eprints.gla.ac.uk/view/author/69613.html>,","pdf_url":"https://eprints.gla.ac.uk/318673/2/318673.pdf","source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Proceedings"}],"best_oa_location":{"id":"pmh:oai:eprints.gla.ac.uk:318673","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceedings"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G109462088","display_name":null,"funder_award_id":"EP/T00097X/1","funder_id":"https://openalex.org/F4320320005","funder_display_name":"Royal Academy of Engineering"},{"id":"https://openalex.org/G1513532950","display_name":null,"funder_award_id":"EP/T00097X/1","funder_id":"https://openalex.org/F4320313917","funder_display_name":"QuantIC"},{"id":"https://openalex.org/G2283025166","display_name":"Privacy-Preserved Human Motion Analysis for Healthcare Applications","funder_award_id":"EP/W01212X/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G313793691","display_name":"Quantum Imaging for Monitoring of Wellbeing &amp; Disease in Communities","funder_award_id":"EP/T021020/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G3436638565","display_name":"QuantIC - The UK Quantum Technology Hub in Quantum Imaging","funder_award_id":"EP/T00097X/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G5187265158","display_name":"Closed-Loop Data Science for Complex, Computationally- and Data-Intensive Analytics","funder_award_id":"EP/R018634/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G6166417340","display_name":null,"funder_award_id":"EP/W01212X/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G8352026019","display_name":null,"funder_award_id":"R018634/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G8434562786","display_name":null,"funder_award_id":"EP/T00097X","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320309327","display_name":"Google","ror":"https://ror.org/00njsd438"},{"id":"https://openalex.org/F4320313917","display_name":"QuantIC","ror":null},{"id":"https://openalex.org/F4320320005","display_name":"Royal Academy of Engineering","ror":"https://ror.org/0526snb40"},{"id":"https://openalex.org/F4320322725","display_name":"China Scholarship Council","ror":"https://ror.org/04atp4p48"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1641498739","https://openalex.org/W1901129140","https://openalex.org/W2751069891","https://openalex.org/W2804047627","https://openalex.org/W3014974815","https://openalex.org/W3015788359","https://openalex.org/W3164280370","https://openalex.org/W3168491317","https://openalex.org/W3203480968","https://openalex.org/W4244502008","https://openalex.org/W4319300365","https://openalex.org/W4321232185","https://openalex.org/W4375869151","https://openalex.org/W6755891590","https://openalex.org/W6790275670","https://openalex.org/W6797578546"],"related_works":["https://openalex.org/W4379231730","https://openalex.org/W4389858081","https://openalex.org/W4324315429","https://openalex.org/W2501551404","https://openalex.org/W4385583601","https://openalex.org/W4298131179","https://openalex.org/W2113201962","https://openalex.org/W2799953226","https://openalex.org/W4366343436","https://openalex.org/W1522196789"],"abstract_inverted_index":{"We":[0,20,114],"propose":[1],"a":[2,26],"novel":[3],"transformer-style":[4],"architecture":[5],"called":[6],"Global-Local":[7],"Filter":[8],"Network":[9],"(GLFNet)":[10],"for":[11],"medical":[12],"image":[13],"segmentation":[14],"and":[15,64,99,112],"demonstrate":[16],"its":[17],"state-of-the-art":[18,122],"performance.":[19,113],"replace":[21],"the":[22,42,47,60,71,77,82],"self-attention":[23],"mechanism":[24],"with":[25,106],"combination":[27],"of":[28,59,94,126,136],"global-local":[29],"filter":[30],"blocks":[31],"to":[32,88,108],"optimize":[33],"model":[34,105],"efficiency.":[35],"The":[36,92],"global":[37],"filters":[38,49],"extract":[39],"features":[40],"from":[41,96],"whole":[43],"feature":[44,62,72],"map":[45,63],"whereas":[46],"local":[48],"are":[50],"being":[51,129],"adaptively":[52],"created":[53],"as":[54,132],"4":[55,57],"\u00d7":[56],"patches":[58],"same":[61],"add":[65],"restricted":[66],"scale":[67],"information.":[68],"In":[69],"particular,":[70],"extraction":[73],"takes":[74],"place":[75],"in":[76,134],"frequency":[78,100],"domain":[79,87],"rather":[80],"than":[81],"commonly":[83],"used":[84],"spatial":[85,98],"(image)":[86],"facilitate":[89],"faster":[90],"computations.":[91],"fusion":[93],"information":[95],"both":[97],"spaces":[101],"creates":[102],"an":[103],"efficient":[104,133],"regards":[107],"complexity,":[109],"required":[110],"data":[111],"test":[115],"GLFNet":[116],"on":[117,124],"three":[118],"benchmark":[119],"datasets":[120],"achieving":[121],"performance":[123],"all":[125],"them":[127],"while":[128],"almost":[130],"twice":[131],"terms":[135],"GFLOP":[137],"operations.":[138],"Our":[139],"code":[140],"is":[141],"available":[142],"here<sup":[143],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[144],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">\u2020</sup>.":[145]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-18T07:39:51.176621","created_date":"2025-10-10T00:00:00"}
