{"id":"https://openalex.org/W4390971297","doi":"https://doi.org/10.1109/bibm58861.2023.10385257","title":"Polyp2Former: Boundary Guided Network Based on Transformer for Polyp Segmentation","display_name":"Polyp2Former: Boundary Guided Network Based on Transformer for Polyp Segmentation","publication_year":2023,"publication_date":"2023-12-05","ids":{"openalex":"https://openalex.org/W4390971297","doi":"https://doi.org/10.1109/bibm58861.2023.10385257"},"language":"en","primary_location":{"id":"doi:10.1109/bibm58861.2023.10385257","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/bibm58861.2023.10385257","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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/A5006603665","display_name":"Xiaoshuang Huang","orcid":"https://orcid.org/0000-0002-3329-5496"},"institutions":[{"id":"https://openalex.org/I52158045","display_name":"China Agricultural University","ror":"https://ror.org/04v3ywz14","country_code":"CN","type":"education","lineage":["https://openalex.org/I52158045"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaoshuang Huang","raw_affiliation_strings":["China Agricultural University,College of Information and Electrical Engineering,Beijing,China","National Innovation Center for Digital Fishery, China Agricultural University, Beijing, China","Beijing Engineering and Technology Research Center for Internet of Things in Agriculture, China Agricultural University, Beijing, China","College of Information and Electrical Engineering, China Agricultural University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"China Agricultural University,College of Information and Electrical Engineering,Beijing,China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"National Innovation Center for Digital Fishery, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"Beijing Engineering and Technology Research Center for Internet of Things in Agriculture, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"College of Information and Electrical Engineering, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083307921","display_name":"Jinze Huang","orcid":"https://orcid.org/0000-0002-9066-987X"},"institutions":[{"id":"https://openalex.org/I52158045","display_name":"China Agricultural University","ror":"https://ror.org/04v3ywz14","country_code":"CN","type":"education","lineage":["https://openalex.org/I52158045"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinze Huang","raw_affiliation_strings":["China Agricultural University,College of Information and Electrical Engineering,Beijing,China","National Innovation Center for Digital Fishery, China Agricultural University, Beijing, China","Beijing Engineering and Technology Research Center for Internet of Things in Agriculture, China Agricultural University, Beijing, China","College of Information and Electrical Engineering, China Agricultural University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"China Agricultural University,College of Information and Electrical Engineering,Beijing,China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"National Innovation Center for Digital Fishery, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"Beijing Engineering and Technology Research Center for Internet of Things in Agriculture, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"College of Information and Electrical Engineering, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107808928","display_name":"Shuo Wang","orcid":"https://orcid.org/0009-0005-0591-536X"},"institutions":[{"id":"https://openalex.org/I52158045","display_name":"China Agricultural University","ror":"https://ror.org/04v3ywz14","country_code":"CN","type":"education","lineage":["https://openalex.org/I52158045"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuo Wang","raw_affiliation_strings":["China Agricultural University,College of Information and Electrical Engineering,Beijing,China","Beijing Engineering and Technology Research Center for Internet of Things in Agriculture, China Agricultural University, Beijing, China","National Innovation Center for Digital Fishery, China Agricultural University, Beijing, China","College of Information and Electrical Engineering, China Agricultural University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"China Agricultural University,College of Information and Electrical Engineering,Beijing,China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"Beijing Engineering and Technology Research Center for Internet of Things in Agriculture, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"National Innovation Center for Digital Fishery, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"College of Information and Electrical Engineering, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018841457","display_name":"Yaoguang Wei","orcid":"https://orcid.org/0000-0003-4888-8558"},"institutions":[{"id":"https://openalex.org/I52158045","display_name":"China Agricultural University","ror":"https://ror.org/04v3ywz14","country_code":"CN","type":"education","lineage":["https://openalex.org/I52158045"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaoguang Wei","raw_affiliation_strings":["China Agricultural University,College of Information and Electrical Engineering,Beijing,China","National Innovation Center for Digital Fishery, China Agricultural University, Beijing, China","Beijing Engineering and Technology Research Center for Internet of Things in Agriculture, China Agricultural University, Beijing, China","College of Information and Electrical Engineering, China Agricultural University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"China Agricultural University,College of Information and Electrical Engineering,Beijing,China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"National Innovation Center for Digital Fishery, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"Beijing Engineering and Technology Research Center for Internet of Things in Agriculture, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"College of Information and Electrical Engineering, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000446896","display_name":"Dong An","orcid":"https://orcid.org/0000-0002-5133-6562"},"institutions":[{"id":"https://openalex.org/I52158045","display_name":"China Agricultural University","ror":"https://ror.org/04v3ywz14","country_code":"CN","type":"education","lineage":["https://openalex.org/I52158045"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dong An","raw_affiliation_strings":["China Agricultural University,College of Information and Electrical Engineering,Beijing,China","College of Information and Electrical Engineering, China Agricultural University, Beijing, China","National Innovation Center for Digital Fishery, China Agricultural University, Beijing, China","Beijing Engineering and Technology Research Center for Internet of Things in Agriculture, China Agricultural University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"China Agricultural University,College of Information and Electrical Engineering,Beijing,China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"College of Information and Electrical Engineering, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"National Innovation Center for Digital Fishery, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"Beijing Engineering and Technology Research Center for Internet of Things in Agriculture, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011189615","display_name":"Jincun Liu","orcid":"https://orcid.org/0000-0002-2872-4911"},"institutions":[{"id":"https://openalex.org/I52158045","display_name":"China Agricultural University","ror":"https://ror.org/04v3ywz14","country_code":"CN","type":"education","lineage":["https://openalex.org/I52158045"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jincun Liu","raw_affiliation_strings":["China Agricultural University,College of Information and Electrical Engineering,Beijing,China","National Innovation Center for Digital Fishery, China Agricultural University, Beijing, China","Beijing Engineering and Technology Research Center for Internet of Things in Agriculture, China Agricultural University, Beijing, China","College of Information and Electrical Engineering, China Agricultural University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"China Agricultural University,College of Information and Electrical Engineering,Beijing,China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"National Innovation Center for Digital Fishery, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"Beijing Engineering and Technology Research Center for Internet of Things in Agriculture, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"College of Information and Electrical Engineering, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5006603665"],"corresponding_institution_ids":["https://openalex.org/I52158045"],"apc_list":null,"apc_paid":null,"fwci":0.2301,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.62619188,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1971","last_page":"1976"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9908000230789185,"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"}},"topics":[{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9908000230789185,"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"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9702000021934509,"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/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.9413999915122986,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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/computer-science","display_name":"Computer science","score":0.7477550506591797},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6839379668235779},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6593459844589233},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5994477868080139},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.44035646319389343},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.43411383032798767},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4196584224700928},{"id":"https://openalex.org/keywords/boundary","display_name":"Boundary (topology)","score":0.4194435775279999},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.40447965264320374},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1094997227191925}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7477550506591797},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6839379668235779},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6593459844589233},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5994477868080139},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.44035646319389343},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.43411383032798767},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4196584224700928},{"id":"https://openalex.org/C62354387","wikidata":"https://www.wikidata.org/wiki/Q875399","display_name":"Boundary (topology)","level":2,"score":0.4194435775279999},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.40447965264320374},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1094997227191925},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm58861.2023.10385257","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/bibm58861.2023.10385257","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2008359794","https://openalex.org/W2021088830","https://openalex.org/W2560328367","https://openalex.org/W2997286550","https://openalex.org/W2999580839","https://openalex.org/W3092344722","https://openalex.org/W3104061658","https://openalex.org/W3107113572","https://openalex.org/W3124994365","https://openalex.org/W3134036841","https://openalex.org/W3138516171","https://openalex.org/W3194513480","https://openalex.org/W3202263958","https://openalex.org/W4293812389","https://openalex.org/W4295915728","https://openalex.org/W4312815172","https://openalex.org/W4313527357","https://openalex.org/W4323357155","https://openalex.org/W4384389795","https://openalex.org/W6789459963","https://openalex.org/W6800062215","https://openalex.org/W6849500165","https://openalex.org/W6855151405"],"related_works":["https://openalex.org/W2085033728","https://openalex.org/W4285411112","https://openalex.org/W2171299904","https://openalex.org/W1647606319","https://openalex.org/W2922442631","https://openalex.org/W4390494008","https://openalex.org/W2107548121","https://openalex.org/W3041719871","https://openalex.org/W3096653763","https://openalex.org/W1498698740"],"abstract_inverted_index":{"Polyp":[0],"segmentation":[1,233,242],"models":[2],"have":[3],"recently":[4],"exhibited":[5],"considerable":[6],"success":[7],"in":[8,53],"computer-aided":[9],"diagnostic":[10],"systems.":[11],"Despite":[12],"the":[13,78,83,86,89,94,98,106,111,117,135,150,155,166,171,176,196,200,206,211,216,241,248],"high":[14],"performance":[15],"demonstrated":[16],"by":[17,159,186],"numerous":[18],"existing":[19],"deep":[20],"learning-based":[21],"techniques":[22],"on":[23,228],"publicly":[24],"available":[25],"datasets,":[26],"these":[27,59],"methods":[28,250],"still":[29,48],"face":[30],"challenges":[31],"when":[32],"it":[33],"comes":[34],"to":[35,50,96,126,164,209,214],"accurate":[36,224],"polyp":[37,131,167,231],"recognition:":[38],"(1)":[39],"Undershoot":[40],"and":[41,88,92,116,129,140,147,170,175,205,223,244,254],"overshoot":[42],"problems":[43],"are":[44,180],"frequent.":[45],"(2)":[46],"Robustness":[47],"needs":[49],"be":[51],"improved":[52],"practical":[54],"application":[55],"scenarios.":[56],"To":[57],"tackle":[58],"challenges,":[60],"we":[61,152,198],"introduce":[62],"a":[63,70,161],"novel":[64],"framework":[65,136],"called":[66],"Polyp2Former,":[67],"which":[68],"employs":[69],"decoupled":[71,184],"mask":[72,84,218],"feature":[73,174,179,213],"strategy.":[74],"Instead":[75],"of":[76,145],"optimizing":[77],"whole":[79],"region,":[80],"Polyp2Former":[81],"divides":[82],"into":[85],"boundary":[87,95,139,201],"body":[90,141,173,212],"first":[91,137,153],"utilizes":[93],"refine":[97],"final":[99,217],"result.":[100],"It":[101],"comprises":[102],"three":[103],"core":[104],"components:":[105],"Query":[107],"Embedding":[108],"Module":[109,114,120],"(QEM),":[110],"Mask":[112],"Decoupling":[113],"(MDM),":[115],"Boundary":[118],"Guided":[119],"(BGM).":[121],"These":[122],"modules":[123],"collectively":[124],"contribute":[125],"achieving":[127],"precise":[128],"resilient":[130],"segmentation.":[132],"In":[133,149,195],"QEM,":[134],"embedded":[138],"information":[142],"as":[143],"input":[144],"MDM":[146],"BGM.":[148],"MDM,":[151],"warp":[154],"multiscale":[156],"image":[157],"features":[158],"learning":[160],"flow":[162],"field":[163],"make":[165],"more":[168],"consistent,":[169],"resulting":[172],"residual":[177],"edge":[178],"further":[181],"optimized":[182],"under":[183],"supervision":[185],"explicitly":[187],"sampling":[188],"different":[189],"parts":[190],"(polyp":[191],"or":[192],"boundary)":[193],"pixels.":[194],"BGM,":[197],"use":[199],"map":[202],"after":[203],"mapping":[204],"sigmoid":[207],"function":[208],"guide":[210],"predict":[215],"with":[219],"better":[220],"inner":[221],"consistency":[222],"boundary.":[225],"Extensive":[226],"experiments":[227],"four":[229],"challenging":[230],"semantic":[232],"benchmarks":[234],"demonstrate":[235],"that":[236],"our":[237],"proposed":[238],"approach":[239],"improves":[240],"accuracy":[243],"robustness":[245],"significantly":[246],"against":[247],"State-of-the-art":[249],"through":[251],"five-fold":[252],"cross-validation":[253],"cross-datasets":[255],"validation.":[256]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-25T13:04:00.132906","created_date":"2025-10-10T00:00:00"}
