{"id":"https://openalex.org/W3199080767","doi":"https://doi.org/10.1109/tpami.2021.3113077","title":"CyCoSeg: A Cyclic Collaborative Framework for Automated Medical Image Segmentation","display_name":"CyCoSeg: A Cyclic Collaborative Framework for Automated Medical Image Segmentation","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3199080767","doi":"https://doi.org/10.1109/tpami.2021.3113077","mag":"3199080767","pmid":"https://pubmed.ncbi.nlm.nih.gov/34529562"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2021.3113077","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2021.3113077","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5021232090","display_name":"Daniela O. Medley","orcid":"https://orcid.org/0000-0002-5377-9076"},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]},{"id":"https://openalex.org/I203847022","display_name":"Instituto Polit\u00e9cnico de Lisboa","ror":"https://ror.org/04ea70f07","country_code":"PT","type":"education","lineage":["https://openalex.org/I203847022"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Daniela Medley","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Universidade de Lisboa Instituto Superior Tcnico, 72971 Lisboa, Lisboa, Portugal, (e-mail: daniela.medley@tecnico.ulisboa.pt)","[Department of Electrical and Computer Engineering, Universidade de Lisboa Instituto Superior Tcnico, 72971 Lisboa, Lisboa, Portugal, (e-mail: daniela.medley@tecnico.ulisboa.pt)]"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Universidade de Lisboa Instituto Superior Tcnico, 72971 Lisboa, Lisboa, Portugal, (e-mail: daniela.medley@tecnico.ulisboa.pt)","institution_ids":["https://openalex.org/I203847022"]},{"raw_affiliation_string":"[Department of Electrical and Computer Engineering, Universidade de Lisboa Instituto Superior Tcnico, 72971 Lisboa, Lisboa, Portugal, (e-mail: daniela.medley@tecnico.ulisboa.pt)]","institution_ids":["https://openalex.org/I203847022","https://openalex.org/I141596103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074571088","display_name":"Carlos Santiago","orcid":"https://orcid.org/0000-0002-4737-0020"},"institutions":[{"id":"https://openalex.org/I121345201","display_name":"Instituto de Engenharia de Sistemas e Computadores Investiga\u00e7\u00e3o e Desenvolvimento","ror":"https://ror.org/04mqy3p58","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I121345201","https://openalex.org/I4210125590"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Carlos Santiago","raw_affiliation_strings":["Department of Electrical and Computer Engineering, LARSyS, 451729 Lisboa, Lisboa, Portugal, (e-mail: carlos.santiago@ist.utl.pt)","[Department of Electrical and Computer Engineering, LARSyS, 451729 Lisboa, Lisboa, Portugal, (e-mail: carlos.santiago@ist.utl.pt)]"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, LARSyS, 451729 Lisboa, Lisboa, Portugal, (e-mail: carlos.santiago@ist.utl.pt)","institution_ids":["https://openalex.org/I121345201"]},{"raw_affiliation_string":"[Department of Electrical and Computer Engineering, LARSyS, 451729 Lisboa, Lisboa, Portugal, (e-mail: carlos.santiago@ist.utl.pt)]","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078047670","display_name":"Jacinto C. Nascimento","orcid":"https://orcid.org/0000-0001-7468-5127"},"institutions":[{"id":"https://openalex.org/I121345201","display_name":"Instituto de Engenharia de Sistemas e Computadores Investiga\u00e7\u00e3o e Desenvolvimento","ror":"https://ror.org/04mqy3p58","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I121345201","https://openalex.org/I4210125590"]},{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Jacinto C. Nascimento","raw_affiliation_strings":["Electrical and Computer Engineering, Universidade de Lisboa Instituto Superior Tcnico Campus Alameda, 72971 Lisboa, Lisboa, Portugal, (e-mail: jan@isr.ist.utl.pt)","[Electrical and Computer Engineering, Universidade de Lisboa Instituto Superior Tcnico Campus Alameda, 72971 Lisboa, Lisboa, Portugal, (e-mail: jan@isr.ist.utl.pt)]"],"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering, Universidade de Lisboa Instituto Superior Tcnico Campus Alameda, 72971 Lisboa, Lisboa, Portugal, (e-mail: jan@isr.ist.utl.pt)","institution_ids":["https://openalex.org/I121345201"]},{"raw_affiliation_string":"[Electrical and Computer Engineering, Universidade de Lisboa Instituto Superior Tcnico Campus Alameda, 72971 Lisboa, Lisboa, Portugal, (e-mail: jan@isr.ist.utl.pt)]","institution_ids":["https://openalex.org/I141596103"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5021232090"],"corresponding_institution_ids":["https://openalex.org/I141596103","https://openalex.org/I203847022"],"apc_list":null,"apc_paid":null,"fwci":1.0567,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.79178105,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"44","issue":"11","first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9995999932289124,"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":0.9995999932289124,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9990000128746033,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9986000061035156,"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/segmentation","display_name":"Segmentation","score":0.8214429616928101},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7680374383926392},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7651102542877197},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6315796375274658},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.598237931728363},{"id":"https://openalex.org/keywords/scale-space-segmentation","display_name":"Scale-space segmentation","score":0.5791652202606201},{"id":"https://openalex.org/keywords/segmentation-based-object-categorization","display_name":"Segmentation-based object categorization","score":0.5276973247528076},{"id":"https://openalex.org/keywords/market-segmentation","display_name":"Market segmentation","score":0.5195444226264954},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.5173739790916443},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5008630752563477},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4895118474960327},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.4751282036304474},{"id":"https://openalex.org/keywords/maximization","display_name":"Maximization","score":0.46273669600486755},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.4457401633262634},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.350506067276001},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10097414255142212}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.8214429616928101},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7680374383926392},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7651102542877197},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6315796375274658},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.598237931728363},{"id":"https://openalex.org/C65885262","wikidata":"https://www.wikidata.org/wiki/Q7429708","display_name":"Scale-space segmentation","level":4,"score":0.5791652202606201},{"id":"https://openalex.org/C25694479","wikidata":"https://www.wikidata.org/wiki/Q7446278","display_name":"Segmentation-based object categorization","level":5,"score":0.5276973247528076},{"id":"https://openalex.org/C125308379","wikidata":"https://www.wikidata.org/wiki/Q363057","display_name":"Market segmentation","level":2,"score":0.5195444226264954},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.5173739790916443},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5008630752563477},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4895118474960327},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.4751282036304474},{"id":"https://openalex.org/C2776330181","wikidata":"https://www.wikidata.org/wiki/Q18358244","display_name":"Maximization","level":2,"score":0.46273669600486755},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.4457401633262634},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.350506067276001},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10097414255142212},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"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/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tpami.2021.3113077","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2021.3113077","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:34529562","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34529562","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on pattern analysis and machine intelligence","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Partnerships for the goals","score":0.44999998807907104,"id":"https://metadata.un.org/sdg/17"}],"awards":[{"id":"https://openalex.org/G2158219244","display_name":null,"funder_award_id":"PD/BD/150628/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G6643962068","display_name":null,"funder_award_id":"LARSyS - FCT Project UIDB/50009/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"}],"funders":[{"id":"https://openalex.org/F4320334779","display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia","ror":"https://ror.org/00snfqn58"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":87,"referenced_works":["https://openalex.org/W218648366","https://openalex.org/W603908379","https://openalex.org/W1487300681","https://openalex.org/W1569706763","https://openalex.org/W1686810756","https://openalex.org/W1861492603","https://openalex.org/W1884191083","https://openalex.org/W1901129140","https://openalex.org/W1923697677","https://openalex.org/W1936750108","https://openalex.org/W1982494746","https://openalex.org/W1986051836","https://openalex.org/W1986649315","https://openalex.org/W1987512289","https://openalex.org/W1987869189","https://openalex.org/W2001593947","https://openalex.org/W2023093778","https://openalex.org/W2029098063","https://openalex.org/W2031544693","https://openalex.org/W2037227137","https://openalex.org/W2038952578","https://openalex.org/W2059240422","https://openalex.org/W2065768018","https://openalex.org/W2071596963","https://openalex.org/W2073221826","https://openalex.org/W2076426701","https://openalex.org/W2090873685","https://openalex.org/W2103005517","https://openalex.org/W2105259808","https://openalex.org/W2105789358","https://openalex.org/W2108598243","https://openalex.org/W2109178950","https://openalex.org/W2124592697","https://openalex.org/W2124632179","https://openalex.org/W2128361249","https://openalex.org/W2135619284","https://openalex.org/W2156926884","https://openalex.org/W2160754664","https://openalex.org/W2164598857","https://openalex.org/W2194775991","https://openalex.org/W2274227799","https://openalex.org/W2337438617","https://openalex.org/W2342591535","https://openalex.org/W2395611524","https://openalex.org/W2404618390","https://openalex.org/W2516949218","https://openalex.org/W2560920277","https://openalex.org/W2584017349","https://openalex.org/W2592929672","https://openalex.org/W2618237340","https://openalex.org/W2620998106","https://openalex.org/W2630837129","https://openalex.org/W2703616258","https://openalex.org/W2744730369","https://openalex.org/W2765984649","https://openalex.org/W2767110199","https://openalex.org/W2771252144","https://openalex.org/W2789621124","https://openalex.org/W2789703839","https://openalex.org/W2791966318","https://openalex.org/W2792115253","https://openalex.org/W2793909072","https://openalex.org/W2804047627","https://openalex.org/W2903181866","https://openalex.org/W2914410118","https://openalex.org/W2914645392","https://openalex.org/W2962807789","https://openalex.org/W2962885625","https://openalex.org/W2963395421","https://openalex.org/W2963446712","https://openalex.org/W2963717741","https://openalex.org/W2963736634","https://openalex.org/W2963948108","https://openalex.org/W2964043069","https://openalex.org/W2964968086","https://openalex.org/W2980150285","https://openalex.org/W2982450667","https://openalex.org/W3012126194","https://openalex.org/W4205182665","https://openalex.org/W4206007644","https://openalex.org/W6618372016","https://openalex.org/W6637373629","https://openalex.org/W6640295612","https://openalex.org/W6703635231","https://openalex.org/W6725109530","https://openalex.org/W6739696289","https://openalex.org/W6748973254"],"related_works":["https://openalex.org/W3144569342","https://openalex.org/W2185902295","https://openalex.org/W2945274617","https://openalex.org/W2372421320","https://openalex.org/W2057775483","https://openalex.org/W2041871225","https://openalex.org/W2386644571","https://openalex.org/W2387793296","https://openalex.org/W1558398159","https://openalex.org/W2371519352"],"abstract_inverted_index":{"Deep":[0],"neural":[1],"networks":[2],"have":[3,19],"been":[4,15],"tremendously":[5],"successful":[6],"at":[7],"segmenting":[8],"objects":[9],"in":[10,39,46,109,182,195],"images.":[11,30],"However,":[12],"it":[13],"has":[14],"shown":[16],"they":[17],"still":[18],"limitations":[20],"on":[21,67,163,168],"challenging":[22],"problems":[23],"such":[24],"as":[25],"the":[26,40,44,47,79,82,96,110,125,141,144,164,178],"segmentation":[27,87,98,121,167,183,194],"of":[28,43,81,143,158,177],"medical":[29],"The":[31,62,156],"main":[32],"reason":[33],"behind":[34],"this":[35,50,54],"lower":[36],"success":[37],"resides":[38],"reduced":[41],"size":[42],"object":[45],"image.":[48],"In":[49],"paper":[51],"we":[52],"overcome":[53],"limitation":[55],"through":[56,112],"a":[57,68,85,120],"cyclic":[58],"collaborative":[59],"framework,":[60],"CyCoSeg.":[61],"proposed":[63],"framework":[64],"is":[65,129,161,188],"based":[66],"deep":[69],"active":[70],"shape":[71,80],"model":[72],"(D-ASM),":[73],"which":[74],"provides":[75,119],"prior":[76],"information":[77],"about":[78],"object,":[83],"and":[84,192],"semantic":[86],"network":[88],"(SSN).":[89],"These":[90],"two":[91,169],"models":[92,133],"collaborate":[93],"to":[94],"reach":[95],"desired":[97],"by":[99],"influencing":[100],"each":[101],"other:":[102],"SSN":[103],"helps":[104],"D-ASM":[105,118],"identify":[106],"relevant":[107],"keypoints":[108],"image":[111],"an":[113],"Expectation":[114],"Maximization":[115],"formulation,":[116],"while":[117,151],"proposal":[122],"that":[123],"guides":[124],"SSN.":[126],"This":[127],"cycle":[128],"repeated":[130],"until":[131],"both":[132],"converge.":[134],"Extensive":[135],"experimental":[136],"evaluation":[137],"shows":[138],"CyCoSeg":[139],"boosts":[140],"performance":[142],"baseline":[145],"models,":[146],"including":[147],"several":[148],"popular":[149],"SSNs,":[150],"avoiding":[152],"major":[153],"architectural":[154],"modifications.":[155],"effectiveness":[157],"our":[159,173],"method":[160],"demonstrated":[162,189],"left":[165],"ventricle":[166],"benchmark":[170],"datasets,":[171],"where":[172],"approach":[174],"achieves":[175],"one":[176],"most":[179],"competitive":[180],"results":[181],"accuracy.":[184],"Furthermore,":[185],"its":[186],"generalization":[187],"for":[190],"lungs":[191],"kidneys":[193],"CT":[196],"scans.":[197]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}