{"id":"https://openalex.org/W4224989742","doi":"https://doi.org/10.1109/isbi52829.2022.9761602","title":"An Exceedingly Simple Consistency Regularization Method For Semi-Supervised Medical Image Segmentation","display_name":"An Exceedingly Simple Consistency Regularization Method For Semi-Supervised Medical Image Segmentation","publication_year":2022,"publication_date":"2022-03-28","ids":{"openalex":"https://openalex.org/W4224989742","doi":"https://doi.org/10.1109/isbi52829.2022.9761602"},"language":"en","primary_location":{"id":"doi:10.1109/isbi52829.2022.9761602","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi52829.2022.9761602","pdf_url":null,"source":{"id":"https://openalex.org/S4363605129","display_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","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/A5043199595","display_name":"Hritam Basak","orcid":"https://orcid.org/0000-0001-5921-1230"},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Hritam Basak","raw_affiliation_strings":["Jadavpur University,Dept. of Electrical Engg.,Kolkata,India,700032"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jadavpur University,Dept. of Electrical Engg.,Kolkata,India,700032","institution_ids":["https://openalex.org/I170979836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035531815","display_name":"Rajarshi Bhattacharya","orcid":"https://orcid.org/0000-0001-8806-5893"},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rajarshi Bhattacharya","raw_affiliation_strings":["Jadavpur University,Dept. of Electrical Engg.,Kolkata,India,700032"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jadavpur University,Dept. of Electrical Engg.,Kolkata,India,700032","institution_ids":["https://openalex.org/I170979836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002878140","display_name":"Rukhshanda Hussain","orcid":"https://orcid.org/0000-0002-5304-4897"},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rukhshanda Hussain","raw_affiliation_strings":["Jadavpur University,Dept. of Electrical Engg.,Kolkata,India,700032"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jadavpur University,Dept. of Electrical Engg.,Kolkata,India,700032","institution_ids":["https://openalex.org/I170979836"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069654852","display_name":"Agniv Chatterjee","orcid":null},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Agniv Chatterjee","raw_affiliation_strings":["Jadavpur University,Dept. of Electrical Engg.,Kolkata,India,700032"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jadavpur University,Dept. of Electrical Engg.,Kolkata,India,700032","institution_ids":["https://openalex.org/I170979836"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I170979836"],"apc_list":null,"apc_paid":null,"fwci":1.7706,"has_fulltext":false,"cited_by_count":36,"citation_normalized_percentile":{"value":0.89765791,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9994000196456909,"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":0.9994000196456909,"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/T10052","display_name":"Medical Image Segmentation Techniques","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"}},{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9954000115394592,"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/overfitting","display_name":"Overfitting","score":0.7203799486160278},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.7047484517097473},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6980223655700684},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6069387793540955},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.5862151980400085},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5358211994171143},{"id":"https://openalex.org/keywords/scale-space-segmentation","display_name":"Scale-space segmentation","score":0.4566262662410736},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4162628650665283},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33606353402137756},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.32999515533447266}],"concepts":[{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.7203799486160278},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7047484517097473},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6980223655700684},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6069387793540955},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.5862151980400085},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5358211994171143},{"id":"https://openalex.org/C65885262","wikidata":"https://www.wikidata.org/wiki/Q7429708","display_name":"Scale-space segmentation","level":4,"score":0.4566262662410736},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4162628650665283},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33606353402137756},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.32999515533447266},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi52829.2022.9761602","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi52829.2022.9761602","pdf_url":null,"source":{"id":"https://openalex.org/S4363605129","display_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2291593693","https://openalex.org/W2750925197","https://openalex.org/W2751665805","https://openalex.org/W2765407302","https://openalex.org/W2804047627","https://openalex.org/W2979433110","https://openalex.org/W2979907638","https://openalex.org/W3031923721","https://openalex.org/W3176239531","https://openalex.org/W4287755086","https://openalex.org/W4289751869","https://openalex.org/W6745136726","https://openalex.org/W6753934646","https://openalex.org/W6765526216","https://openalex.org/W6779992872"],"related_works":["https://openalex.org/W1986655823","https://openalex.org/W2185902295","https://openalex.org/W2103507220","https://openalex.org/W3144569342","https://openalex.org/W3011384228","https://openalex.org/W2124969951","https://openalex.org/W2945274617","https://openalex.org/W4313052709","https://openalex.org/W4298131179","https://openalex.org/W2375430703"],"abstract_inverted_index":{"The":[0,31,84],"scarcity":[1],"of":[2,43,45,55,58,67,77,116],"pixel-level":[3],"annotation":[4],"is":[5,34,87,127],"a":[6,19,35,64],"prevalent":[7],"problem":[8],"in":[9,120],"medical":[10,28],"image":[11,29],"segmentation":[12,42,56],"tasks.":[13],"In":[14],"this":[15],"paper,":[16],"we":[17],"introduce":[18],"novel":[20],"regularization":[21,38,69],"strategy":[22,39],"involving":[23],"interpolation-based":[24],"mixing":[25],"for":[26],"semi-supervised":[27,124],"segmentation.":[30],"proposed":[32,85,118],"method":[33,62,86,119],"new":[36],"consistency":[37],"that":[40],"encourages":[41],"interpolation":[44,54],"two":[46,103],"unlabelled":[47],"data":[48,79],"to":[49,73,122],"be":[50],"consistent":[51],"with":[52],"the":[53,75,114,117],"maps":[57],"those":[59],"data.":[60],"This":[61],"represents":[63],"specific":[65],"type":[66],"data-adaptive":[68],"paradigm":[70],"which":[71],"aids":[72],"minimize":[74],"overfitting":[76],"labelled":[78],"un-der":[80],"high":[81],"confidence":[82],"values.":[83],"advantageous":[88],"over":[89],"adversarial":[90],"and":[91,109],"generative":[92],"models":[93],"as":[94],"it":[95],"requires":[96],"no":[97],"additional":[98],"computation.":[99],"Upon":[100],"evaluation":[101],"on":[102],"publicly":[104],"available":[105,128],"MRI":[106],"datasets:":[107],"ACDC":[108],"MMWHS,":[110],"experimental":[111],"results":[112],"demonstrate":[113],"superiority":[115],"comparison":[121],"existing":[123],"models.":[125],"Code":[126],"at:":[129],"https://github.com/hritam-98/ICT-MedSeg":[130]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
