{"id":"https://openalex.org/W4402351325","doi":"https://doi.org/10.1109/ijcnn60899.2024.10650969","title":"Quantifying Bowel Preparation in Wireless Capsule Endoscopy: Optimizing Latency with Structural Reparameterization in the WCEFastViT Model","display_name":"Quantifying Bowel Preparation in Wireless Capsule Endoscopy: Optimizing Latency with Structural Reparameterization in the WCEFastViT Model","publication_year":2024,"publication_date":"2024-06-30","ids":{"openalex":"https://openalex.org/W4402351325","doi":"https://doi.org/10.1109/ijcnn60899.2024.10650969"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn60899.2024.10650969","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ijcnn60899.2024.10650969","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5034248530","display_name":"Guangquan Wan","orcid":"https://orcid.org/0000-0003-3922-4231"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangquan Wan","raw_affiliation_strings":["Hunan University,School of Mathematics,Changsha,China,410082"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hunan University,School of Mathematics,Changsha,China,410082","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110719671","display_name":"Guanghui Lian","orcid":null},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guanghui Lian","raw_affiliation_strings":["Central South University,Xiangya Hosptial,Changsha,China,410083"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Central South University,Xiangya Hosptial,Changsha,China,410083","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091707904","display_name":"Lan Yao","orcid":"https://orcid.org/0000-0001-8704-7124"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lan Yao","raw_affiliation_strings":["Hunan University,School of Mathematics,Changsha,China,410082"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hunan University,School of Mathematics,Changsha,China,410082","institution_ids":["https://openalex.org/I16609230"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"2","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11378","display_name":"Gastrointestinal Bleeding Diagnosis and Treatment","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2715","display_name":"Gastroenterology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11378","display_name":"Gastrointestinal Bleeding Diagnosis and Treatment","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2715","display_name":"Gastroenterology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11855","display_name":"Gastrointestinal disorders and treatments","score":0.9038000106811523,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/capsule-endoscopy","display_name":"Capsule endoscopy","score":0.903328001499176},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6526390910148621},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5885688662528992},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.5421209931373596},{"id":"https://openalex.org/keywords/bowel-preparation","display_name":"Bowel preparation","score":0.41680315136909485},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.15881630778312683},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.11481326818466187},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.11176300048828125},{"id":"https://openalex.org/keywords/colonoscopy","display_name":"Colonoscopy","score":0.09474024176597595},{"id":"https://openalex.org/keywords/colorectal-cancer","display_name":"Colorectal cancer","score":0.07182109355926514},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.06970420479774475}],"concepts":[{"id":"https://openalex.org/C2777333622","wikidata":"https://www.wikidata.org/wiki/Q116753","display_name":"Capsule endoscopy","level":2,"score":0.903328001499176},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6526390910148621},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5885688662528992},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.5421209931373596},{"id":"https://openalex.org/C3019222653","wikidata":"https://www.wikidata.org/wiki/Q194517","display_name":"Bowel preparation","level":5,"score":0.41680315136909485},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.15881630778312683},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.11481326818466187},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.11176300048828125},{"id":"https://openalex.org/C2778435480","wikidata":"https://www.wikidata.org/wiki/Q840387","display_name":"Colonoscopy","level":4,"score":0.09474024176597595},{"id":"https://openalex.org/C526805850","wikidata":"https://www.wikidata.org/wiki/Q188874","display_name":"Colorectal cancer","level":3,"score":0.07182109355926514},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.06970420479774475},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn60899.2024.10650969","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ijcnn60899.2024.10650969","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W1650175677","https://openalex.org/W1986203801","https://openalex.org/W2097117768","https://openalex.org/W2163605009","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2208325622","https://openalex.org/W2549139847","https://openalex.org/W2581082771","https://openalex.org/W2630837129","https://openalex.org/W2883780447","https://openalex.org/W2913668833","https://openalex.org/W2963163009","https://openalex.org/W2963446712","https://openalex.org/W2963918968","https://openalex.org/W2964137095","https://openalex.org/W2964350391","https://openalex.org/W2981609437","https://openalex.org/W2987543910","https://openalex.org/W3016260976","https://openalex.org/W3019872864","https://openalex.org/W3038545725","https://openalex.org/W3103862715","https://openalex.org/W3125908376","https://openalex.org/W3129318980","https://openalex.org/W3167976421","https://openalex.org/W3171038842","https://openalex.org/W3175486082","https://openalex.org/W3176326181","https://openalex.org/W4221116078","https://openalex.org/W4281728425","https://openalex.org/W4313484972","https://openalex.org/W4385481295","https://openalex.org/W4386076083","https://openalex.org/W4388650673","https://openalex.org/W4388937713","https://openalex.org/W4390874053","https://openalex.org/W4391138655","https://openalex.org/W4396591363","https://openalex.org/W6637373629","https://openalex.org/W6684191040","https://openalex.org/W6739696289","https://openalex.org/W6762718338","https://openalex.org/W6857973212"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2609695940","https://openalex.org/W2608489025","https://openalex.org/W182326524","https://openalex.org/W2316510287","https://openalex.org/W2412302037","https://openalex.org/W3024812746","https://openalex.org/W2051888954","https://openalex.org/W4229002736"],"abstract_inverted_index":{"Wireless":[0],"Capsule":[1],"Endoscopy":[2],"(WCE)":[3],"has":[4],"revolutionized":[5],"small":[6],"intestinal":[7],"disease":[8],"diagnosis":[9],"with":[10,86],"its":[11,16],"minimally":[12],"invasive":[13],"approach.":[14],"However,":[15],"effectiveness":[17],"greatly":[18],"depends":[19],"on":[20,95,101],"image":[21,140],"quality,":[22],"influenced":[23],"by":[24,32],"bowel":[25,49,114],"preparation,":[26],"which":[27],"is":[28],"traditionally":[29],"assessed":[30],"subjectively":[31],"clinicians.":[33],"To":[34],"address":[35],"this,":[36],"the":[37,66,96,102,109,129,132],"WCEFastViT":[38],"model":[39,55],"was":[40],"developed":[41],"in":[42,52,137,145],"this":[43],"study,":[44],"aiming":[45],"to":[46],"objectively":[47],"quantify":[48],"preparation":[50,115],"quality":[51,61],"WCE.":[53],"This":[54],"classifies":[56],"images":[57],"into":[58],"four":[59],"distinct":[60],"levels":[62],"and":[63,78,98,111,124,142],"significantly":[64],"accelerates":[65],"inference":[67],"process":[68],"through":[69],"structural":[70],"reparameterization.":[71],"Achieving":[72],"an":[73],"ideal":[74],"balance":[75],"between":[76],"latency":[77],"accuracy,":[79],"it":[80],"delivers":[81],"classification":[82],"accuracy":[83,110],"of":[84,90,113,134],"92.34%,":[85],"remarkably":[87],"low":[88],"latencies":[89],"2.80":[91],"milliseconds":[92,100],"per":[93],"frame":[94],"GPU":[97],"11.76":[99],"CPU.":[103],"Such":[104],"advancements":[105],"not":[106],"only":[107],"enhance":[108],"speed":[112],"assessments":[116],"but":[117],"also":[118],"offer":[119],"clinicians":[120],"a":[121],"more":[122],"objective":[123],"efficient":[125],"diagnostic":[126],"tool.":[127],"Overall,":[128],"study":[130],"demonstrates":[131],"potential":[133],"deep":[135],"learning":[136],"improving":[138],"medical":[139],"analysis":[141],"patient":[143],"care":[144],"clinical":[146],"settings.":[147]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}