{"id":"https://openalex.org/W4402896336","doi":"https://doi.org/10.1109/tmi.2024.3468896","title":"Translation Consistent Semi-Supervised Segmentation for 3D Medical Images","display_name":"Translation Consistent Semi-Supervised Segmentation for 3D Medical Images","publication_year":2024,"publication_date":"2024-09-26","ids":{"openalex":"https://openalex.org/W4402896336","doi":"https://doi.org/10.1109/tmi.2024.3468896","pmid":"https://pubmed.ncbi.nlm.nih.gov/39325612"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2024.3468896","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2024.3468896","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Medical Imaging","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/A5040412343","display_name":"Y. Liu","orcid":"https://orcid.org/0000-0002-1673-9809"},"institutions":[{"id":"https://openalex.org/I4210127558","display_name":"Australian Centre for Robotic Vision","ror":"https://ror.org/02zv9xv82","country_code":"AU","type":"facility","lineage":["https://openalex.org/I4210127558"]},{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Yuyuan Liu","raw_affiliation_strings":["Australian Institute for Machine Learning, The University of Adelaide, Adelaide, SA, Australia","Australian Institute for Machine Learning, University of Adelaide, SA, Australia"],"affiliations":[{"raw_affiliation_string":"Australian Institute for Machine Learning, The University of Adelaide, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I4210127558","https://openalex.org/I5681781"]},{"raw_affiliation_string":"Australian Institute for Machine Learning, University of Adelaide, SA, Australia","institution_ids":["https://openalex.org/I4210127558","https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100745431","display_name":"Yu Tian","orcid":"https://orcid.org/0000-0001-5533-7506"},"institutions":[{"id":"https://openalex.org/I1287163989","display_name":"Massachusetts Eye and Ear Infirmary","ror":"https://ror.org/04g3dn724","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1287163989"]},{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]},{"id":"https://openalex.org/I61628605","display_name":"Smith-Kettlewell Eye Research Institute","ror":"https://ror.org/05783y657","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I61628605"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yu Tian","raw_affiliation_strings":["Harvard Medical School, Harvard Ophtalmology AI Laboratory of Schepens Eye Research Institute, Boston, MA, USA","Harvard Ophtalmology AI Lab of Schepens Eye Research Institute, Harvard Medical School, Boston, US"],"affiliations":[{"raw_affiliation_string":"Harvard Medical School, Harvard Ophtalmology AI Laboratory of Schepens Eye Research Institute, Boston, MA, USA","institution_ids":["https://openalex.org/I1287163989"]},{"raw_affiliation_string":"Harvard Ophtalmology AI Lab of Schepens Eye Research Institute, Harvard Medical School, Boston, US","institution_ids":["https://openalex.org/I1287163989","https://openalex.org/I136199984","https://openalex.org/I61628605"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100329463","display_name":"Chong Wang","orcid":"https://orcid.org/0000-0003-0022-0217"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chong Wang","raw_affiliation_strings":["College of Electronic and Information Engineering, Tongji University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"College of Electronic and Information Engineering, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079553960","display_name":"Yuanhong Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I4210127558","display_name":"Australian Centre for Robotic Vision","ror":"https://ror.org/02zv9xv82","country_code":"AU","type":"facility","lineage":["https://openalex.org/I4210127558"]},{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yuanhong Chen","raw_affiliation_strings":["Australian Institute for Machine Learning, The University of Adelaide, Adelaide, SA, Australia","Australian Institute for Machine Learning, University of Adelaide, SA, Australia"],"affiliations":[{"raw_affiliation_string":"Australian Institute for Machine Learning, The University of Adelaide, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I4210127558","https://openalex.org/I5681781"]},{"raw_affiliation_string":"Australian Institute for Machine Learning, University of Adelaide, SA, Australia","institution_ids":["https://openalex.org/I4210127558","https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088379407","display_name":"Fengbei Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]},{"id":"https://openalex.org/I4210127558","display_name":"Australian Centre for Robotic Vision","ror":"https://ror.org/02zv9xv82","country_code":"AU","type":"facility","lineage":["https://openalex.org/I4210127558"]},{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU","US"],"is_corresponding":false,"raw_author_name":"Fengbei Liu","raw_affiliation_strings":["School of Electrical and Computer Engineering, Cornell University and Cornell Tech, New York, NY, USA","Australian Institute for Machine Learning, University of Adelaide, SA, Australia"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Cornell University and Cornell Tech, New York, NY, USA","institution_ids":["https://openalex.org/I205783295"]},{"raw_affiliation_string":"Australian Institute for Machine Learning, University of Adelaide, SA, Australia","institution_ids":["https://openalex.org/I4210127558","https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027065196","display_name":"Vasileios Belagiannis","orcid":"https://orcid.org/0000-0003-0960-8453"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Vasileios Belagiannis","raw_affiliation_strings":["Faculty of Engineering, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany","the Faculty of Engineering of the Friedrich-Alexander-Universitat Erlangen-Nürnberg, Erlangen, Germany"],"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]},{"raw_affiliation_string":"the Faculty of Engineering of the Friedrich-Alexander-Universitat Erlangen-Nürnberg, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029215323","display_name":"Gustavo Carneiro","orcid":"https://orcid.org/0000-0002-5571-6220"},"institutions":[{"id":"https://openalex.org/I28290843","display_name":"University of Surrey","ror":"https://ror.org/00ks66431","country_code":"GB","type":"education","lineage":["https://openalex.org/I28290843"]},{"id":"https://openalex.org/I4210127558","display_name":"Australian Centre for Robotic Vision","ror":"https://ror.org/02zv9xv82","country_code":"AU","type":"facility","lineage":["https://openalex.org/I4210127558"]},{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU","GB"],"is_corresponding":false,"raw_author_name":"Gustavo Carneiro","raw_affiliation_strings":["Centre for Vision, Speech and Signal Processing (CVSSP), University of Surrey, Guildford, U.K","Australian Institute for Machine Learning, University of Adelaide, SA, Australia"],"affiliations":[{"raw_affiliation_string":"Centre for Vision, Speech and Signal Processing (CVSSP), University of Surrey, Guildford, U.K","institution_ids":["https://openalex.org/I28290843"]},{"raw_affiliation_string":"Australian Institute for Machine Learning, University of Adelaide, SA, Australia","institution_ids":["https://openalex.org/I4210127558","https://openalex.org/I5681781"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5040412343"],"corresponding_institution_ids":["https://openalex.org/I4210127558","https://openalex.org/I5681781"],"apc_list":null,"apc_paid":null,"fwci":6.1247,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.97387408,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"44","issue":"2","first_page":"952","last_page":"968"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9854000210762024,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9854000210762024,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9399999976158142,"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/T10719","display_name":"3D Shape Modeling and Analysis","score":0.9330999851226807,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.7091174721717834},{"id":"https://openalex.org/keywords/translation","display_name":"Translation (biology)","score":0.6854808330535889},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.6625459790229797},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6247973442077637},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6047669053077698},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5938252806663513},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.5448181629180908},{"id":"https://openalex.org/keywords/image-registration","display_name":"Image registration","score":0.48522520065307617},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4369582533836365},{"id":"https://openalex.org/keywords/scale-space-segmentation","display_name":"Scale-space segmentation","score":0.4339067339897156},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3073052763938904}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7091174721717834},{"id":"https://openalex.org/C149364088","wikidata":"https://www.wikidata.org/wiki/Q185917","display_name":"Translation (biology)","level":4,"score":0.6854808330535889},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.6625459790229797},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6247973442077637},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6047669053077698},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5938252806663513},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.5448181629180908},{"id":"https://openalex.org/C166704113","wikidata":"https://www.wikidata.org/wiki/Q861092","display_name":"Image registration","level":3,"score":0.48522520065307617},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4369582533836365},{"id":"https://openalex.org/C65885262","wikidata":"https://www.wikidata.org/wiki/Q7429708","display_name":"Scale-space segmentation","level":4,"score":0.4339067339897156},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3073052763938904},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"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},{"id":"https://openalex.org/C105580179","wikidata":"https://www.wikidata.org/wiki/Q188928","display_name":"Messenger RNA","level":3,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tmi.2024.3468896","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2024.3468896","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Medical Imaging","raw_type":"journal-article"},{"id":"pmid:39325612","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39325612","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 medical imaging","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3616377421","display_name":null,"funder_award_id":"FT190100525","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G4989637508","display_name":null,"funder_award_id":"DP180103232; FT190100525","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"}],"funders":[{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":85,"referenced_works":["https://openalex.org/W1641498739","https://openalex.org/W1901129140","https://openalex.org/W2048679005","https://openalex.org/W2083927153","https://openalex.org/W2464708700","https://openalex.org/W2804047627","https://openalex.org/W2883725317","https://openalex.org/W2884436604","https://openalex.org/W2962804657","https://openalex.org/W2962914239","https://openalex.org/W2977325632","https://openalex.org/W2979427035","https://openalex.org/W2979651795","https://openalex.org/W2979792663","https://openalex.org/W2979907638","https://openalex.org/W2981952612","https://openalex.org/W2991523350","https://openalex.org/W2992308087","https://openalex.org/W3014974815","https://openalex.org/W3024821730","https://openalex.org/W3035161717","https://openalex.org/W3035680157","https://openalex.org/W3037260676","https://openalex.org/W3044738063","https://openalex.org/W3047502985","https://openalex.org/W3083779147","https://openalex.org/W3090844657","https://openalex.org/W3093394156","https://openalex.org/W3095848620","https://openalex.org/W3107695429","https://openalex.org/W3122412340","https://openalex.org/W3127751679","https://openalex.org/W3165113620","https://openalex.org/W3168822201","https://openalex.org/W3171581326","https://openalex.org/W3172949220","https://openalex.org/W3185386766","https://openalex.org/W3203046931","https://openalex.org/W3203488660","https://openalex.org/W3203844012","https://openalex.org/W3204221214","https://openalex.org/W3204932197","https://openalex.org/W3209458476","https://openalex.org/W4221161877","https://openalex.org/W4223504785","https://openalex.org/W4225895868","https://openalex.org/W4283020131","https://openalex.org/W4283743992","https://openalex.org/W4285040393","https://openalex.org/W4285603459","https://openalex.org/W4286762236","https://openalex.org/W4295936816","https://openalex.org/W4296119796","https://openalex.org/W4310466409","https://openalex.org/W4319302814","https://openalex.org/W4320036903","https://openalex.org/W4323924189","https://openalex.org/W4327808473","https://openalex.org/W4377713204","https://openalex.org/W4382404966","https://openalex.org/W4386065420","https://openalex.org/W4386075748","https://openalex.org/W4386075981","https://openalex.org/W4387092610","https://openalex.org/W4387159337","https://openalex.org/W4387211015","https://openalex.org/W4387211166","https://openalex.org/W4387211586","https://openalex.org/W4387211597","https://openalex.org/W4387211627","https://openalex.org/W4387211652","https://openalex.org/W4387211674","https://openalex.org/W4390189503","https://openalex.org/W4390190783","https://openalex.org/W4390872874","https://openalex.org/W6733814495","https://openalex.org/W6738532226","https://openalex.org/W6762913911","https://openalex.org/W6764051988","https://openalex.org/W6776411772","https://openalex.org/W6779997284","https://openalex.org/W6788329692","https://openalex.org/W6798642844","https://openalex.org/W6804570658","https://openalex.org/W6810755270"],"related_works":["https://openalex.org/W2185902295","https://openalex.org/W2103507220","https://openalex.org/W3144569342","https://openalex.org/W2945274617","https://openalex.org/W4313052709","https://openalex.org/W2022929107","https://openalex.org/W2055202857","https://openalex.org/W4205800335","https://openalex.org/W2758994127","https://openalex.org/W2386644571"],"abstract_inverted_index":{"3D":[0,178],"medical":[1],"image":[2],"segmentation":[3,96,142],"methods":[4],"have":[5],"been":[6],"successful,":[7],"but":[8],"their":[9,133],"dependence":[10],"on":[11,59,200],"large":[12,45],"amounts":[13],"of":[14,73,104],"voxel-level":[15],"annotated":[16],"data":[17,129,179],"is":[18,119],"a":[19,44,48,120,150,201],"disadvantage":[20],"that":[21,62,125],"needs":[22],"to":[23,30,94,140,166],"be":[24],"addressed":[25],"given":[26],"the":[27,64,74,81,92,99,105,113,127,138,164,183,205],"high":[28],"cost":[29],"obtain":[31],"such":[32,181],"annotation.":[33],"Semi-supervised":[34],"learning":[35,61,122],"(SSL)":[36],"solves":[37],"this":[38,109],"issue":[39],"by":[40,131],"training":[41,160,217],"models":[42],"with":[43],"unlabelled":[46,75],"and":[47,162,189,219],"small":[49],"labelled":[50],"dataset.":[51],"The":[52],"most":[53],"successful":[54],"SSL":[55,123],"approaches":[56],"are":[57,221],"based":[58],"consistency":[60,121],"minimises":[63],"distance":[65],"between":[66,85],"model":[67,93,139],"responses":[68],"obtained":[69],"from":[70,98,144],"perturbed":[71],"views":[72,86,130],"data.":[76],"These":[77],"perturbations":[78],"usually":[79],"keep":[80],"spatial":[82,100,134],"input":[83,101,128,135],"context":[84],"fairly":[87],"consistent,":[88],"which":[89,118,158],"may":[90],"cause":[91],"learn":[95,141],"patterns":[97,143],"contexts":[102],"instead":[103],"foreground":[106,145],"objects.":[107,146],"In":[108],"paper,":[110],"we":[111,148],"introduce":[112],"Translation":[114],"Consistent":[115],"Co-training":[116],"(TraCoCo)":[117],"method":[124,171,195],"perturbs":[126],"varying":[132],"context,":[136],"allowing":[137],"Furthermore,":[147],"propose":[149],"new":[151],"Confident":[152],"Regional":[153],"Cross":[154],"entropy":[155],"(CRC)":[156],"loss,":[157],"improves":[159],"convergence":[161],"keeps":[163],"robustness":[165],"co-training":[167],"pseudo-labelling":[168],"mistakes.":[169],"Our":[170,194,215],"yields":[172],"state-of-the-art":[173],"(SOTA)":[174],"results":[175,199],"for":[176],"several":[177],"benchmarks,":[180],"as":[182],"Left":[184],"Atrium":[185],"(LA),":[186],"Pancreas-CT":[187],"(Pancreas),":[188],"Brain":[190],"Tumor":[191],"Segmentation":[192],"(BraTS19).":[193],"also":[196],"attains":[197],"best":[198],"2D-slice":[202],"benchmark,":[203],"namely":[204],"Automated":[206],"Cardiac":[207],"Diagnosis":[208],"Challenge":[209],"(ACDC),":[210],"further":[211],"demonstrating":[212],"its":[213],"effectiveness.":[214],"code,":[216],"logs":[218],"checkpoints":[220],"available":[222],"at":[223],"https://github.com/yyliu01/":[224],"TraCoCo.":[225]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":21},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}