{"id":"https://openalex.org/W4308079163","doi":"https://doi.org/10.1109/ccci55352.2022.9926422","title":"Research on CNN-SVM method for gastroscopic image detection","display_name":"Research on CNN-SVM method for gastroscopic image detection","publication_year":2022,"publication_date":"2022-10-17","ids":{"openalex":"https://openalex.org/W4308079163","doi":"https://doi.org/10.1109/ccci55352.2022.9926422"},"language":"en","primary_location":{"id":"doi:10.1109/ccci55352.2022.9926422","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccci55352.2022.9926422","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Conference on Communications, Computing, Cybersecurity, and Informatics (CCCI)","raw_type":"proceedings-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/A5036736096","display_name":"Chen Wenjieline","orcid":null},"institutions":[{"id":"https://openalex.org/I184843921","display_name":"Hebei University of Technology","ror":"https://ror.org/018hded08","country_code":"CN","type":"education","lineage":["https://openalex.org/I184843921"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chen Wenjieline","raw_affiliation_strings":["Hebei University of Technology,School of electronics and information Engineering,Tianjin,China","School of electronics and information Engineering, Hebei University of Technology, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"Hebei University of Technology,School of electronics and information Engineering,Tianjin,China","institution_ids":["https://openalex.org/I184843921"]},{"raw_affiliation_string":"School of electronics and information Engineering, Hebei University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I184843921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085529390","display_name":"Pinghui Wu","orcid":"https://orcid.org/0000-0002-6049-9021"},"institutions":[{"id":"https://openalex.org/I184843921","display_name":"Hebei University of Technology","ror":"https://ror.org/018hded08","country_code":"CN","type":"education","lineage":["https://openalex.org/I184843921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wu Pinghui","raw_affiliation_strings":["Hebei University of Technology,School of electronics and information Engineering,Tianjin,China","School of electronics and information Engineering, Hebei University of Technology, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"Hebei University of Technology,School of electronics and information Engineering,Tianjin,China","institution_ids":["https://openalex.org/I184843921"]},{"raw_affiliation_string":"School of electronics and information Engineering, Hebei University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I184843921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101139170","display_name":"Weichao Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210122705","display_name":"Hebei University of Chinese Medicine","ror":"https://ror.org/02qxkhm81","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210122705"]},{"id":"https://openalex.org/I4210090615","display_name":"Hospital of Hebei Province","ror":"https://ror.org/0000yrh61","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210090615"]},{"id":"https://openalex.org/I4210110379","display_name":"Jining Traditional Chinese Medicine Hospital","ror":"https://ror.org/027f56t09","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210110379"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Weichao","raw_affiliation_strings":["Chinese Medicine,Hebei Hospital of traditional,Department of gastroenterology,Shijiazhuang,China","Department of gastroenterology, Hebei Hospital of traditional, Chinese Medicine, Shijiazhuang, China"],"affiliations":[{"raw_affiliation_string":"Chinese Medicine,Hebei Hospital of traditional,Department of gastroenterology,Shijiazhuang,China","institution_ids":["https://openalex.org/I4210122705","https://openalex.org/I4210090615","https://openalex.org/I4210110379"]},{"raw_affiliation_string":"Department of gastroenterology, Hebei Hospital of traditional, Chinese Medicine, Shijiazhuang, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068081929","display_name":"Kewen Xia","orcid":"https://orcid.org/0000-0003-3968-481X"},"institutions":[{"id":"https://openalex.org/I184843921","display_name":"Hebei University of Technology","ror":"https://ror.org/018hded08","country_code":"CN","type":"education","lineage":["https://openalex.org/I184843921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xia Kewen","raw_affiliation_strings":["Hebei University of Technology,School of electronics and information Engineering,Tianjin,China","School of electronics and information Engineering, Hebei University of Technology, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"Hebei University of Technology,School of electronics and information Engineering,Tianjin,China","institution_ids":["https://openalex.org/I184843921"]},{"raw_affiliation_string":"School of electronics and information Engineering, Hebei University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I184843921"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5036736096"],"corresponding_institution_ids":["https://openalex.org/I184843921"],"apc_list":null,"apc_paid":null,"fwci":0.1022,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.3994973,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.08730000257492065,"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":0.08730000257492065,"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":0.05909999832510948,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.05739999935030937,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7664724588394165},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7099006175994873},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6294227838516235},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5636749267578125},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4902706444263458},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4307725429534912},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4158391058444977}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7664724588394165},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7099006175994873},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6294227838516235},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5636749267578125},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4902706444263458},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4307725429534912},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4158391058444977}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ccci55352.2022.9926422","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccci55352.2022.9926422","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Conference on Communications, Computing, Cybersecurity, and Informatics (CCCI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6000000238418579,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2601157893","https://openalex.org/W2373006798","https://openalex.org/W2131735617","https://openalex.org/W2056912418","https://openalex.org/W2123759770","https://openalex.org/W2151520854","https://openalex.org/W2033213769","https://openalex.org/W4312376745","https://openalex.org/W2136016640","https://openalex.org/W2082269393"],"abstract_inverted_index":{"Gastroscopic":[0],"image":[1,27],"detection":[2,28],"is":[3,16,53,73,118,128,139,146,151],"mainly":[4],"used":[5,54,74],"to":[6,20,61,75],"diagnose":[7],"common":[8],"diseases.":[9],"Relying":[10],"on":[11,85],"clinicians\u2019":[12],"manual":[13],"identification":[14,34],"methods":[15,161],"time-consuming":[17],"and":[18,22,94,123,133,141,143,148,159,165],"prone":[19],"missing":[21],"misdiagnosis.":[23],"Therefore,":[24],"for":[25,55],"gastroscopic":[26],"(GID),":[29],"we":[30],"propose":[31],"a":[32,48,167],"novel":[33],"method":[35],"(GidCNN-SVM)":[36],"that":[37,81,108,154],"fuses":[38],"convolutional":[39,49],"neural":[40,50],"networks":[41],"(CNN)":[42,52],"with":[43,163],"support":[44],"vector":[45],"machines":[46],"(SVM).Firstly,":[47],"network":[51],"feature":[56],"extraction":[57],"of":[58,66,97,103,112,155,170],"gastroscopy":[59,67,105],"images":[60,106],"obtain":[62],"deeper":[63],"semantic":[64],"features":[65],"images;":[68],"Secondly,":[69],"the":[70,77,82,91,98,101,109,124,137,144],"SVM":[71,83],"classifier":[72],"build":[76],"recognition":[78,95,110],"model,":[79],"so":[80],"based":[84],"structural":[86],"risk":[87],"minimization":[88],"will":[89],"improve":[90],"generalization":[92],"ability":[93],"accuracy":[96,111],"model.":[99],"Finally,":[100],"application":[102],"actual":[104],"shows":[107],"GidCNN-SVM":[113],"proposed":[114],"in":[115],"this":[116],"paper":[117],"as":[119,121],"high":[120],"98.2%":[122],"overall":[125],"AUC":[126],"value":[127],"98.4%.":[129],"In":[130],"gastric":[131],"cancer":[132],"chronic":[134],"atrophic":[135],"gastritis,":[136],"sensitivity":[138],"93.3%":[140],"95.0%,":[142],"F1":[145],"98.4%":[147],"98.2%,":[149],"which":[150],"better":[152],"than":[153],"GoogleNet,":[156],"AlexNet,":[157],"LeNet":[158],"their":[160],"fused":[162],"SVM,":[164],"has":[166],"wide":[168],"range":[169],"application.":[171]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-03T08:47:05.690250","created_date":"2025-10-10T00:00:00"}