{"id":"https://openalex.org/W4400134887","doi":"https://doi.org/10.1007/s40747-024-01530-z","title":"GraphMriNet: a few-shot brain tumor MRI image classification model based on Prewitt operator and graph isomorphic network","display_name":"GraphMriNet: a few-shot brain tumor MRI image classification model based on Prewitt operator and graph isomorphic network","publication_year":2024,"publication_date":"2024-06-28","ids":{"openalex":"https://openalex.org/W4400134887","doi":"https://doi.org/10.1007/s40747-024-01530-z"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-024-01530-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01530-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01530-z.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01530-z.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103238188","display_name":"Bin Liao","orcid":null},"institutions":[{"id":"https://openalex.org/I170172562","display_name":"Guizhou University of Finance and Economics","ror":"https://ror.org/02sw6yz40","country_code":"CN","type":"education","lineage":["https://openalex.org/I170172562"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Liao","raw_affiliation_strings":["College of Big Data Statistics, Guizhou University of Finance and Economics, Guiyang, 550025, People\u2019s Republic of China","College of Big Data Statistics, Guizhou University of Finance and Economics, Guiyang, 550025, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Big Data Statistics, Guizhou University of Finance and Economics, Guiyang, 550025, People\u2019s Republic of China","institution_ids":["https://openalex.org/I170172562"]},{"raw_affiliation_string":"College of Big Data Statistics, Guizhou University of Finance and Economics, Guiyang, 550025, People's Republic of China","institution_ids":["https://openalex.org/I170172562"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023003514","display_name":"Hangxu Zuo","orcid":"https://orcid.org/0000-0002-8458-1089"},"institutions":[{"id":"https://openalex.org/I4210087590","display_name":"Huzhou Vocational and Technical College","ror":"https://ror.org/002hfez23","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210087590"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hangxu Zuo","raw_affiliation_strings":["College of Digital Economy, Sichuan Vocational College of Chemical Technology, Luzhou, 646100, People\u2019s Republic of China","College of Digital Economy, Sichuan Vocational College of Chemical Technology, Luzhou, 646100, People's Republic of China"],"raw_orcid":"https://orcid.org/0000-0002-8458-1089","affiliations":[{"raw_affiliation_string":"College of Digital Economy, Sichuan Vocational College of Chemical Technology, Luzhou, 646100, People\u2019s Republic of China","institution_ids":["https://openalex.org/I4210087590"]},{"raw_affiliation_string":"College of Digital Economy, Sichuan Vocational College of Chemical Technology, Luzhou, 646100, People's Republic of China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101388894","display_name":"Yang Yu","orcid":"https://orcid.org/0000-0002-3611-3272"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Yu","raw_affiliation_strings":["College of Aerospace and Materials Engineering, National University of Defense Technology, Changsha, 410000, People\u2019s Republic of China","College of Aerospace and Materials Engineering, National University of Defense Technology, Changsha, 410000, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Aerospace and Materials Engineering, National University of Defense Technology, Changsha, 410000, People\u2019s Republic of China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"College of Aerospace and Materials Engineering, National University of Defense Technology, Changsha, 410000, People's Republic of China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114056172","display_name":"Yong Li","orcid":null},"institutions":[{"id":"https://openalex.org/I3017480383","display_name":"Southwest Medical University","ror":"https://ror.org/00g2rqs52","country_code":"CN","type":"funder","lineage":["https://openalex.org/I3017480383"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Li","raw_affiliation_strings":["College of Integration of Traditional Chinese and Western Medicine, Southwest Medical University, Luzhou, 646100, People\u2019s Republic of China","College of Integration of Traditional Chinese and Western Medicine, Southwest Medical University, Luzhou, 646100, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Integration of Traditional Chinese and Western Medicine, Southwest Medical University, Luzhou, 646100, People\u2019s Republic of China","institution_ids":["https://openalex.org/I3017480383"]},{"raw_affiliation_string":"College of Integration of Traditional Chinese and Western Medicine, Southwest Medical University, Luzhou, 646100, People's Republic of China","institution_ids":["https://openalex.org/I3017480383"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5023003514"],"corresponding_institution_ids":["https://openalex.org/I4210087590"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":3.5289,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.92945534,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"10","issue":"5","first_page":"6917","last_page":"6930"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":1.0,"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"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9980000257492065,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9977999925613403,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/prewitt-operator","display_name":"Prewitt operator","score":0.9583359360694885},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6314194202423096},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.5788990259170532},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5743705034255981},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5642185211181641},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5356350541114807},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.41611015796661377},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.41254401206970215},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.40027493238449097},{"id":"https://openalex.org/keywords/edge-detection","display_name":"Edge detection","score":0.2954333424568176},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.26421409845352173},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.2269950807094574},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.14236980676651},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.12079688906669617}],"concepts":[{"id":"https://openalex.org/C155012704","wikidata":"https://www.wikidata.org/wiki/Q451898","display_name":"Prewitt operator","level":5,"score":0.9583359360694885},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6314194202423096},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.5788990259170532},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5743705034255981},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5642185211181641},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5356350541114807},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.41611015796661377},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.41254401206970215},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40027493238449097},{"id":"https://openalex.org/C193536780","wikidata":"https://www.wikidata.org/wiki/Q1513153","display_name":"Edge detection","level":4,"score":0.2954333424568176},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.26421409845352173},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2269950807094574},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.14236980676651},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.12079688906669617},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-024-01530-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01530-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01530-z.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:0581e48dd01840198ebe9816b285d6bf","is_oa":true,"landing_page_url":"https://doaj.org/article/0581e48dd01840198ebe9816b285d6bf","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complex & Intelligent Systems, Vol 10, Iss 5, Pp 6917-6930 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-024-01530-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01530-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01530-z.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G999545480","display_name":null,"funder_award_id":"61562078","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320311028","display_name":"Natural Science Foundation of Xinjiang Province","ror":null},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400134887.pdf","grobid_xml":"https://content.openalex.org/works/W4400134887.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W2810138651","https://openalex.org/W2889685514","https://openalex.org/W2904910159","https://openalex.org/W2913929186","https://openalex.org/W2940773812","https://openalex.org/W2955805844","https://openalex.org/W2962711740","https://openalex.org/W2989381536","https://openalex.org/W2995378448","https://openalex.org/W2996976377","https://openalex.org/W3009824137","https://openalex.org/W3014047622","https://openalex.org/W3016970897","https://openalex.org/W3027411515","https://openalex.org/W3103934428","https://openalex.org/W3153542881","https://openalex.org/W3181084441","https://openalex.org/W3197446061","https://openalex.org/W4200569614","https://openalex.org/W4206439778","https://openalex.org/W4211220688","https://openalex.org/W4292791916","https://openalex.org/W4317877535","https://openalex.org/W4318677150","https://openalex.org/W4366593985","https://openalex.org/W4367669903","https://openalex.org/W4385659001","https://openalex.org/W4386225815","https://openalex.org/W4389337686","https://openalex.org/W4389733432","https://openalex.org/W4390646484","https://openalex.org/W4391344195","https://openalex.org/W4391906263","https://openalex.org/W4392197329","https://openalex.org/W4393865552","https://openalex.org/W6902002720"],"related_works":["https://openalex.org/W2380459166","https://openalex.org/W4322626645","https://openalex.org/W2391401022","https://openalex.org/W2358977121","https://openalex.org/W2365950611","https://openalex.org/W2558461544","https://openalex.org/W4240186469","https://openalex.org/W2366481947","https://openalex.org/W4230921275","https://openalex.org/W2084942241"],"abstract_inverted_index":{"Abstract":[0],"Brain":[1],"tumors":[2],"are":[3,41,94,104],"regarded":[4],"as":[5,96,106],"one":[6],"of":[7,12,108,145,184],"the":[8,25,55,65,80,100,109,112,118,138,152,200],"most":[9],"lethal":[10],"forms":[11],"cancer,":[13],"primarily":[14],"due":[15],"to":[16,44,127,168,171,191],"their":[17],"heterogeneity":[18],"and":[19,40,58,149,156],"low":[20],"survival":[21],"rates.":[22],"To":[23],"tackle":[24],"challenge":[26],"posed":[27],"by":[28,166],"brain":[29,185],"tumor":[30],"diagnostic":[31,51,162],"models,":[32],"which":[33],"typically":[34],"require":[35],"extensive":[36],"data":[37,114],"for":[38,121],"training":[39],"often":[42],"confined":[43],"a":[45,50,59,87,175],"single":[46],"dataset,":[47],"we":[48],"propose":[49],"model":[52,120,124,140],"based":[53],"on":[54,151],"Prewitt":[56,81],"operator":[57],"graph":[60,66,97,113],"isomorphic":[61],"network.":[62],"Firstly,":[63],"during":[64],"construction":[67],"stage,":[68],"edge":[69],"information":[70],"is":[71,115,203],"extracted":[72],"from":[73],"MRI":[74],"(magnetic":[75],"resonance":[76],"imaging)":[77],"images":[78],"using":[79,134],"filtering":[82],"algorithm.":[83],"Pixel":[84],"points":[85,103],"with":[86,123,131],"gray":[88],"value":[89],"intensity":[90],"greater":[91],"than":[92],"128":[93],"designated":[95],"nodes,":[98],"while":[99],"remaining":[101],"pixel":[102],"treated":[105],"edges":[107],"graph.":[110],"Secondly,":[111],"inputted":[116],"into":[117],"GIN":[119],"training,":[122],"parameters":[125],"optimized":[126],"enhance":[128],"performance.":[129],"Compared":[130],"existing":[132,172],"work":[133],"small":[135],"sample":[136],"sizes,":[137],"GraphMriNet":[139,178],"has":[141,164],"achieved":[142],"classification":[143],"accuracies":[144],"100%,":[146,147,148],"99.68%":[150],"BMIBTD,":[153],"CE-MRI,":[154],"BTC-MRI,":[155],"FSB":[157],"open":[158],"datasets,":[159],"respectively.":[160],"The":[161],"accuracy":[163],"improved":[165],"0.8%":[167],"5.3%":[169],"compared":[170],"research.":[173],"In":[174],"few-shot":[176],"scenario,":[177],"can":[179],"accurately":[180],"diagnose":[181],"various":[182],"types":[183],"tumors,":[186],"providing":[187],"crucial":[188],"clinical":[189],"guidance":[190],"assist":[192],"doctors":[193],"in":[194],"making":[195],"correct":[196],"medical":[197],"decisions.":[198],"Additionally,":[199],"source":[201],"code":[202],"available":[204],"at":[205],"this":[206],"link:":[207],"https://github.com/keepgoingzhx/GraphMriNet":[208],".":[209]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-14T06:41:57.775601","created_date":"2025-10-10T00:00:00"}