{"id":"https://openalex.org/W4385482765","doi":"https://doi.org/10.1109/ijcnn54540.2023.10191528","title":"AttResDU-Net: Medical Image Segmentation Using Attention-based Residual Double U-Net","display_name":"AttResDU-Net: Medical Image Segmentation Using Attention-based Residual Double U-Net","publication_year":2023,"publication_date":"2023-06-18","ids":{"openalex":"https://openalex.org/W4385482765","doi":"https://doi.org/10.1109/ijcnn54540.2023.10191528"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn54540.2023.10191528","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn54540.2023.10191528","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Joint Conference on Neural Networks (IJCNN)","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/A5034595646","display_name":"Akib Mohammed Khan","orcid":null},"institutions":[{"id":"https://openalex.org/I59805279","display_name":"Islamic University of Technology","ror":"https://ror.org/057gnqw22","country_code":"BD","type":"education","lineage":["https://openalex.org/I59805279"]}],"countries":["BD"],"is_corresponding":true,"raw_author_name":"Akib Mohammed Khan","raw_affiliation_strings":["Islamic University of Technology,Department of Computer Science and Engineering,Gazipur,Bangladesh","Department of Computer Science and Engineering, Islamic University of Technology, Gazipur, Bangladesh"],"affiliations":[{"raw_affiliation_string":"Islamic University of Technology,Department of Computer Science and Engineering,Gazipur,Bangladesh","institution_ids":["https://openalex.org/I59805279"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Islamic University of Technology, Gazipur, Bangladesh","institution_ids":["https://openalex.org/I59805279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056571961","display_name":"Alif Ashrafee","orcid":null},"institutions":[{"id":"https://openalex.org/I59805279","display_name":"Islamic University of Technology","ror":"https://ror.org/057gnqw22","country_code":"BD","type":"education","lineage":["https://openalex.org/I59805279"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Alif Ashrafee","raw_affiliation_strings":["Islamic University of Technology,Department of Computer Science and Engineering,Gazipur,Bangladesh","Department of Computer Science and Engineering, Islamic University of Technology, Gazipur, Bangladesh"],"affiliations":[{"raw_affiliation_string":"Islamic University of Technology,Department of Computer Science and Engineering,Gazipur,Bangladesh","institution_ids":["https://openalex.org/I59805279"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Islamic University of Technology, Gazipur, Bangladesh","institution_ids":["https://openalex.org/I59805279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072510967","display_name":"Fahim Shahriar Khan","orcid":null},"institutions":[{"id":"https://openalex.org/I59805279","display_name":"Islamic University of Technology","ror":"https://ror.org/057gnqw22","country_code":"BD","type":"education","lineage":["https://openalex.org/I59805279"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Fahim Shahriar Khan","raw_affiliation_strings":["Islamic University of Technology,Department of Computer Science and Engineering,Gazipur,Bangladesh","Department of Computer Science and Engineering, Islamic University of Technology, Gazipur, Bangladesh"],"affiliations":[{"raw_affiliation_string":"Islamic University of Technology,Department of Computer Science and Engineering,Gazipur,Bangladesh","institution_ids":["https://openalex.org/I59805279"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Islamic University of Technology, Gazipur, Bangladesh","institution_ids":["https://openalex.org/I59805279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051128221","display_name":"Md. Bakhtiar Hasan","orcid":"https://orcid.org/0000-0001-8093-5006"},"institutions":[{"id":"https://openalex.org/I59805279","display_name":"Islamic University of Technology","ror":"https://ror.org/057gnqw22","country_code":"BD","type":"education","lineage":["https://openalex.org/I59805279"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Bakhtiar Hasan","raw_affiliation_strings":["Islamic University of Technology,Department of Computer Science and Engineering,Gazipur,Bangladesh","Department of Computer Science and Engineering, Islamic University of Technology, Gazipur, Bangladesh"],"affiliations":[{"raw_affiliation_string":"Islamic University of Technology,Department of Computer Science and Engineering,Gazipur,Bangladesh","institution_ids":["https://openalex.org/I59805279"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Islamic University of Technology, Gazipur, Bangladesh","institution_ids":["https://openalex.org/I59805279"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071274329","display_name":"Md. Hasanul Kabir","orcid":"https://orcid.org/0000-0002-6853-8785"},"institutions":[{"id":"https://openalex.org/I59805279","display_name":"Islamic University of Technology","ror":"https://ror.org/057gnqw22","country_code":"BD","type":"education","lineage":["https://openalex.org/I59805279"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Hasanul Kabir","raw_affiliation_strings":["Islamic University of Technology,Department of Computer Science and Engineering,Gazipur,Bangladesh","Department of Computer Science and Engineering, Islamic University of Technology, Gazipur, Bangladesh"],"affiliations":[{"raw_affiliation_string":"Islamic University of Technology,Department of Computer Science and Engineering,Gazipur,Bangladesh","institution_ids":["https://openalex.org/I59805279"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Islamic University of Technology, Gazipur, Bangladesh","institution_ids":["https://openalex.org/I59805279"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5034595646"],"corresponding_institution_ids":["https://openalex.org/I59805279"],"apc_list":null,"apc_paid":null,"fwci":1.5734,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.86290125,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9987999796867371,"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"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9987999796867371,"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"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9987000226974487,"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":0.9980999827384949,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7851202487945557},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.7189306020736694},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.6686307787895203},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6678488850593567},{"id":"https://openalex.org/keywords/s\u00f8rensen\u2013dice-coefficient","display_name":"S\u00f8rensen\u2013Dice coefficient","score":0.6215040683746338},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5577526092529297},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.4902358651161194},{"id":"https://openalex.org/keywords/net","display_name":"Net (polyhedron)","score":0.4760981798171997},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.44384145736694336},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.43428391218185425},{"id":"https://openalex.org/keywords/sampling","display_name":"Sampling (signal processing)","score":0.4191282391548157},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.41103583574295044},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3917596936225891},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.11677822470664978},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0860954225063324}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7851202487945557},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7189306020736694},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.6686307787895203},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6678488850593567},{"id":"https://openalex.org/C163892561","wikidata":"https://www.wikidata.org/wiki/Q2613728","display_name":"S\u00f8rensen\u2013Dice coefficient","level":4,"score":0.6215040683746338},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5577526092529297},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.4902358651161194},{"id":"https://openalex.org/C14166107","wikidata":"https://www.wikidata.org/wiki/Q253829","display_name":"Net (polyhedron)","level":2,"score":0.4760981798171997},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.44384145736694336},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.43428391218185425},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.4191282391548157},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.41103583574295044},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3917596936225891},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.11677822470664978},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0860954225063324},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn54540.2023.10191528","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn54540.2023.10191528","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5299999713897705,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W1534426948","https://openalex.org/W1576792801","https://openalex.org/W1686810756","https://openalex.org/W1901129140","https://openalex.org/W1993947467","https://openalex.org/W2008359794","https://openalex.org/W2024476192","https://openalex.org/W2107636925","https://openalex.org/W2194775991","https://openalex.org/W2592929672","https://openalex.org/W2630837129","https://openalex.org/W2734349601","https://openalex.org/W2752782242","https://openalex.org/W2798122215","https://openalex.org/W2884436604","https://openalex.org/W2889985731","https://openalex.org/W2903382683","https://openalex.org/W2922482838","https://openalex.org/W2932083555","https://openalex.org/W2963946669","https://openalex.org/W2964309882","https://openalex.org/W2980998394","https://openalex.org/W2999580839","https://openalex.org/W3045329827","https://openalex.org/W3081752372","https://openalex.org/W3092344722","https://openalex.org/W3099319035","https://openalex.org/W3127751679","https://openalex.org/W3138516171","https://openalex.org/W3162386519","https://openalex.org/W3168491317","https://openalex.org/W3177634011","https://openalex.org/W3196935629","https://openalex.org/W3203782569","https://openalex.org/W3204995672","https://openalex.org/W4206693420","https://openalex.org/W6637373629","https://openalex.org/W6639824700","https://openalex.org/W6676063472","https://openalex.org/W6704881555","https://openalex.org/W6739696289","https://openalex.org/W6740984670","https://openalex.org/W6748481559","https://openalex.org/W6750469568","https://openalex.org/W6753182481","https://openalex.org/W6757107679","https://openalex.org/W6761152059","https://openalex.org/W6790275670"],"related_works":["https://openalex.org/W2560215812","https://openalex.org/W2949601986","https://openalex.org/W2788972299","https://openalex.org/W2498789492","https://openalex.org/W2521347458","https://openalex.org/W2912321008","https://openalex.org/W1998607122","https://openalex.org/W2729981612","https://openalex.org/W4307875532","https://openalex.org/W2157102420"],"abstract_inverted_index":{"Manually":[0],"inspecting":[1],"polyps":[2],"from":[3,113],"a":[4,11,186],"colonoscopy":[5],"for":[6,16,117,189],"colorectal":[7],"cancer":[8,18],"or":[9],"performing":[10],"biopsy":[12],"on":[13,66,85,124,149],"skin":[14,17],"lesions":[15],"are":[19],"time-consuming,":[20],"laborious,":[21],"and":[22,46,89,130,156,163,173],"complex":[23],"procedures.":[24],"Automatic":[25],"medical":[26,69,191],"image":[27,70,192],"segmentation":[28,71,193],"aims":[29],"to":[30,40,102,122,137],"expedite":[31],"this":[32,80],"diagnosis":[33],"process.":[34],"However,":[35],"numerous":[36],"challenges":[37],"exist":[38],"due":[39],"significant":[41],"variations":[42],"in":[43,92,194],"the":[44,67,75,86,93,100,114,119,133,157],"appearance":[45],"sizes":[47],"of":[48,127,168],"objects":[49],"with":[50],"no":[51],"distinct":[52],"boundaries.":[53],"This":[54],"paper":[55],"proposes":[56],"an":[57],"attention-based":[58],"residual":[59,90,134],"Double":[60,76],"U-Net":[61],"architecture":[62,81],"(AttResDU-Net)":[63],"that":[64,180],"improves":[65],"existing":[68],"networks.":[72],"Inspired":[73],"by":[74,108,141],"U":[77],"-":[78],"Net,":[79],"incorporates":[82],"attention":[83,97],"gates":[84,98],"skip":[87],"connections":[88,91,135],"convolutional":[94],"blocks.":[95],"The":[96],"allow":[99],"model":[101,120],"retain":[103],"more":[104],"relevant":[105],"spatial":[106],"information":[107],"suppressing":[109],"irrelevant":[110],"feature":[111],"representation":[112],"down-sampling":[115],"path":[116],"which":[118],"learns":[121],"focus":[123],"target":[125],"regions":[126],"varying":[128],"shapes":[129],"sizes.":[131],"Moreover,":[132],"help":[136],"train":[138],"deeper":[139],"models":[140],"ensuring":[142],"better":[143],"gradient":[144],"flow.":[145],"We":[146],"conducted":[147],"experiments":[148],"three":[150],"datasets:":[151],"CVC":[152],"Clinic-DB,":[153],"ISIC":[154],"2018,":[155],"2018":[158],"Data":[159],"Science":[160],"Bowl":[161],"datasets":[162],"achieved":[164],"Dice":[165],"Coefficient":[166],"scores":[167],"94.35":[169],"%,":[170],"91.68":[171],"%":[172,175],"92.45":[174],"respectively.":[176],"Our":[177],"results":[178],"suggest":[179],"AttResDU-Net":[181],"can":[182],"be":[183],"facilitated":[184],"as":[185],"reliable":[187],"method":[188],"automatic":[190],"practice.":[195]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}