{"id":"https://openalex.org/W4393065969","doi":"https://doi.org/10.1109/rivf60135.2023.10471831","title":"CMC-Net: A New Transformer-Based Architecture for Polyp Segmentation","display_name":"CMC-Net: A New Transformer-Based Architecture for Polyp Segmentation","publication_year":2023,"publication_date":"2023-12-23","ids":{"openalex":"https://openalex.org/W4393065969","doi":"https://doi.org/10.1109/rivf60135.2023.10471831"},"language":"en","primary_location":{"id":"doi:10.1109/rivf60135.2023.10471831","is_oa":false,"landing_page_url":"https://doi.org/10.1109/rivf60135.2023.10471831","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 RIVF International Conference on Computing and Communication Technologies (RIVF)","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/A5100579604","display_name":"Thanh-Thu Nguyen","orcid":null},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Thanh-Thu Nguyen","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Hanoi University of Science and Technology,Department of Automation Engineering","Department of Automation Engineering, School of Electrical and Electronic Engineering, Hanoi University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Hanoi University of Science and Technology,Department of Automation Engineering","institution_ids":["https://openalex.org/I94518387"]},{"raw_affiliation_string":"Department of Automation Engineering, School of Electrical and Electronic Engineering, Hanoi University of Science and Technology","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111151925","display_name":"Binh-Duong Dinh","orcid":null},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Binh-Duong Dinh","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Hanoi University of Science and Technology,Department of Automation Engineering","Department of Automation Engineering, School of Electrical and Electronic Engineering, Hanoi University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Hanoi University of Science and Technology,Department of Automation Engineering","institution_ids":["https://openalex.org/I94518387"]},{"raw_affiliation_string":"Department of Automation Engineering, School of Electrical and Electronic Engineering, Hanoi University of Science and Technology","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019897482","display_name":"Thi-Thao Tran","orcid":"https://orcid.org/0009-0008-0862-1262"},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Thi-Thao Tran","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Hanoi University of Science and Technology,Department of Automation Engineering","Department of Automation Engineering, School of Electrical and Electronic Engineering, Hanoi University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Hanoi University of Science and Technology,Department of Automation Engineering","institution_ids":["https://openalex.org/I94518387"]},{"raw_affiliation_string":"Department of Automation Engineering, School of Electrical and Electronic Engineering, Hanoi University of Science and Technology","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020470519","display_name":"Van-Truong Pham","orcid":"https://orcid.org/0000-0003-3489-0569"},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Van-Truong Pham","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Hanoi University of Science and Technology,Department of Automation Engineering","Department of Automation Engineering, School of Electrical and Electronic Engineering, Hanoi University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Hanoi University of Science and Technology,Department of Automation Engineering","institution_ids":["https://openalex.org/I94518387"]},{"raw_affiliation_string":"Department of Automation Engineering, School of Electrical and Electronic Engineering, Hanoi University of Science and Technology","institution_ids":["https://openalex.org/I94518387"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I94518387"],"apc_list":null,"apc_paid":null,"fwci":2.5354,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.93339784,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"13","last_page":"18"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12707","display_name":"Vehicle License Plate Recognition","score":0.7978000044822693,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12707","display_name":"Vehicle License Plate Recognition","score":0.7978000044822693,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6617177724838257},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.5434659719467163},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.4691333472728729},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4308810830116272},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.3874596655368805},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.287425696849823},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13488727807998657},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.12353745102882385},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.06941723823547363},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.06259959936141968}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6617177724838257},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.5434659719467163},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.4691333472728729},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4308810830116272},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.3874596655368805},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.287425696849823},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13488727807998657},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.12353745102882385},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.06941723823547363},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.06259959936141968},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/rivf60135.2023.10471831","is_oa":false,"landing_page_url":"https://doi.org/10.1109/rivf60135.2023.10471831","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 RIVF International Conference on Computing and Communication Technologies (RIVF)","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":34,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1901129140","https://openalex.org/W2008359794","https://openalex.org/W2021088830","https://openalex.org/W2034269173","https://openalex.org/W2289076519","https://openalex.org/W2412782625","https://openalex.org/W2752782242","https://openalex.org/W2798122215","https://openalex.org/W2884436604","https://openalex.org/W2884585870","https://openalex.org/W2991049471","https://openalex.org/W2997286550","https://openalex.org/W2999580839","https://openalex.org/W3017482598","https://openalex.org/W3081752372","https://openalex.org/W3094502228","https://openalex.org/W3121523901","https://openalex.org/W3124994365","https://openalex.org/W3131500599","https://openalex.org/W3138516171","https://openalex.org/W3157528469","https://openalex.org/W3175515048","https://openalex.org/W3196075503","https://openalex.org/W3203497085","https://openalex.org/W4206706211","https://openalex.org/W4213019189","https://openalex.org/W4214493665","https://openalex.org/W4214588794","https://openalex.org/W4214604197","https://openalex.org/W4214774769","https://openalex.org/W4285661751","https://openalex.org/W4293680532","https://openalex.org/W6788135285"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W4391913857","https://openalex.org/W2350741829","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Polyps":[0],"are":[1,12,19],"pathological":[2],"and":[3,58,82,161,201],"usually":[4],"appear":[5],"in":[6,28,145],"the":[7,29,51,64,93,96,98,112,126,151,159,165,169,179,192,197,202],"gastrointestinal,":[8],"most":[9,68],"of":[10,22,53,77,80,86,125,128,141,185],"which":[11,134],"not":[13],"dangerous":[14],"to":[15,40,75,95,154,164,181,205],"health,":[16],"but":[17],"some":[18],"at":[20],"risk":[21],"developing":[23],"into":[24],"cancer,":[25],"especially":[26],"polyps":[27],"colon.":[30],"Therefore,":[31],"accurate":[32],"polyp":[33],"segmentation":[34,71],"from":[35,92,158,168,191],"colonoscopy":[36],"images":[37],"is":[38,132,175,218],"necessary":[39],"help":[41],"doctors":[42],"come":[43],"up":[44],"with":[45,178,196],"a":[46,117,136],"treatment":[47],"plan.":[48],"Based":[49],"on":[50,188],"effectiveness":[52],"convolutional":[54],"neural":[55],"networks":[56],"(CNNs)":[57],"encoder-decoder":[59],"architecture,":[60],"U-Net":[61],"has":[62],"become":[63],"baseline":[65],"model":[66,131],"for":[67,105],"medical":[69],"image":[70],"tasks.":[72],"However,":[73],"due":[74],"limitations":[76],"long-range":[78],"dependency":[79],"CNNs":[81],"an":[83],"information":[84,157,187],"imbalance":[85],"skip":[87],"connection":[88],"between":[89],"different-level":[90],"features":[91],"encoder":[94,127,160],"decoder,":[97],"Unet":[99],"architecture":[100,120],"gives":[101,209],"low-accuracy":[102],"seg-mentation":[103],"results":[104],"complex":[106],"datasets":[107],"like":[108],"polyps.":[109],"To":[110],"improve":[111],"above":[113],"limitations,":[114],"we":[115],"introduce":[116],"new":[118],"transformer-based":[119],"termed":[121],"CMC-Net.":[122],"A":[123],"backbone":[124],"our":[129],"proposed":[130,176],"PVT-v2":[133],"produces":[135],"global":[137],"receptive":[138,143],"field":[139],"instead":[140],"local":[142],"fields":[144],"traditional":[146],"CNN":[147],"backbones.":[148],"We":[149],"design":[150],"ConvMLP-Mixer":[152],"block":[153],"exploit":[155],"context":[156,186],"connect":[162],"it":[163],"feature":[166],"map":[167,174],"decoding":[170],"process.":[171],"An":[172],"attention":[173],"parallel":[177],"decoder":[180],"combine":[182],"all":[183],"levels":[184],"full":[189],"scale":[190],"decoder.":[193],"Our":[194],"experiments":[195],"K":[198],"vasir-SEG":[199],"set":[200,204],"CVC-ClinicDB":[203],"show":[206],"that":[207],"CMC-Net":[208],"better-improved":[210],"accuracy":[211],"than":[212],"other":[213],"state-of-the-art":[214],"models.":[215],"The":[216],"code":[217],"available":[219],"at:":[220],"https://github.com/thanhthu152/CMC-Net.":[221]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}