{"id":"https://openalex.org/W4411298073","doi":"https://doi.org/10.1007/s11548-025-03405-1","title":"Diffusion-driven distillation and contrastive learning for class-incremental semantic segmentation of laparoscopic images","display_name":"Diffusion-driven distillation and contrastive learning for class-incremental semantic segmentation of laparoscopic images","publication_year":2025,"publication_date":"2025-06-14","ids":{"openalex":"https://openalex.org/W4411298073","doi":"https://doi.org/10.1007/s11548-025-03405-1","pmid":"https://pubmed.ncbi.nlm.nih.gov/40515883"},"language":"en","primary_location":{"id":"doi:10.1007/s11548-025-03405-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11548-025-03405-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11548-025-03405-1.pdf","source":{"id":"https://openalex.org/S181408163","display_name":"International Journal of Computer Assisted Radiology and Surgery","issn_l":"1861-6410","issn":["1861-6410","1861-6429"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Assisted Radiology and Surgery","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11548-025-03405-1.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5109956522","display_name":"Xinkai Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I60134161","display_name":"Nagoya University","ror":"https://ror.org/04chrp450","country_code":"JP","type":"education","lineage":["https://openalex.org/I60134161"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Xinkai Zhao","raw_affiliation_strings":["Graduate School of Informatics, Nagoya University, Furo-cho, Chikusaku, Nagoya, Aichi, Japan. xkzhao@mori.m.is.nagoya-u.ac.jp"],"raw_orcid":"https://orcid.org/0009-0002-7437-8041","affiliations":[{"raw_affiliation_string":"Graduate School of Informatics, Nagoya University, Furo-cho, Chikusaku, Nagoya, Aichi, Japan. xkzhao@mori.m.is.nagoya-u.ac.jp","institution_ids":["https://openalex.org/I60134161"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054846833","display_name":"Yuichiro Hayashi","orcid":"https://orcid.org/0000-0001-5241-8669"},"institutions":[{"id":"https://openalex.org/I60134161","display_name":"Nagoya University","ror":"https://ror.org/04chrp450","country_code":"JP","type":"education","lineage":["https://openalex.org/I60134161"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yuichiro Hayashi","raw_affiliation_strings":["Graduate School of Informatics, Nagoya University, Furo-cho, Chikusaku, Nagoya, Aichi, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate School of Informatics, Nagoya University, Furo-cho, Chikusaku, Nagoya, Aichi, Japan","institution_ids":["https://openalex.org/I60134161"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074920808","display_name":"Masahiro Oda","orcid":"https://orcid.org/0000-0001-7714-422X"},"institutions":[{"id":"https://openalex.org/I60134161","display_name":"Nagoya University","ror":"https://ror.org/04chrp450","country_code":"JP","type":"education","lineage":["https://openalex.org/I60134161"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Masahiro Oda","raw_affiliation_strings":["Graduate School of Informatics, Nagoya University, Furo-cho, Chikusaku, Nagoya, Aichi, Japan","Information Technology Center, Nagoya University, Furo-cho, Chikusaku, Nagoya, Aichi, Japan"],"raw_orcid":"https://orcid.org/0000-0001-7714-422X","affiliations":[{"raw_affiliation_string":"Graduate School of Informatics, Nagoya University, Furo-cho, Chikusaku, Nagoya, Aichi, Japan","institution_ids":["https://openalex.org/I60134161"]},{"raw_affiliation_string":"Information Technology Center, Nagoya University, Furo-cho, Chikusaku, Nagoya, Aichi, Japan","institution_ids":["https://openalex.org/I60134161"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004959911","display_name":"Takayuki Kitasaka","orcid":"https://orcid.org/0000-0003-1648-1999"},"institutions":[{"id":"https://openalex.org/I190508380","display_name":"Aichi Institute of Technology","ror":"https://ror.org/02qsepw74","country_code":"JP","type":"education","lineage":["https://openalex.org/I190508380"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Takayuki Kitasaka","raw_affiliation_strings":["School of Information Science, Aichi Institute of Technology, 1247 Yachigusa, Yagasa-cho, Toyota, Aichi, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science, Aichi Institute of Technology, 1247 Yachigusa, Yagasa-cho, Toyota, Aichi, Japan","institution_ids":["https://openalex.org/I190508380"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032527419","display_name":"Kensaku Mori","orcid":"https://orcid.org/0000-0002-0100-4797"},"institutions":[{"id":"https://openalex.org/I184597095","display_name":"National Institute of Informatics","ror":"https://ror.org/04ksd4g47","country_code":"JP","type":"facility","lineage":["https://openalex.org/I1319490839","https://openalex.org/I184597095","https://openalex.org/I4210158934"]},{"id":"https://openalex.org/I60134161","display_name":"Nagoya University","ror":"https://ror.org/04chrp450","country_code":"JP","type":"education","lineage":["https://openalex.org/I60134161"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Kensaku Mori","raw_affiliation_strings":["Graduate School of Informatics, Nagoya University, Furo-cho, Chikusaku, Nagoya, Aichi, Japan. kensaku@is.nagoya-u.ac.jp","Information Technology Center, Nagoya University, Furo-cho, Chikusaku, Nagoya, Aichi, Japan. kensaku@is.nagoya-u.ac.jp","Research Center for Medical Bigdata, National Institute of Informatics, 2-1-2 Hitotsubashi, Chiyoda-ku, Tokyo, Japan. kensaku@is.nagoya-u.ac.jp"],"raw_orcid":"https://orcid.org/0000-0002-0100-4797","affiliations":[{"raw_affiliation_string":"Graduate School of Informatics, Nagoya University, Furo-cho, Chikusaku, Nagoya, Aichi, Japan. kensaku@is.nagoya-u.ac.jp","institution_ids":["https://openalex.org/I60134161"]},{"raw_affiliation_string":"Information Technology Center, Nagoya University, Furo-cho, Chikusaku, Nagoya, Aichi, Japan. kensaku@is.nagoya-u.ac.jp","institution_ids":["https://openalex.org/I60134161"]},{"raw_affiliation_string":"Research Center for Medical Bigdata, National Institute of Informatics, 2-1-2 Hitotsubashi, Chiyoda-ku, Tokyo, Japan. kensaku@is.nagoya-u.ac.jp","institution_ids":["https://openalex.org/I184597095"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5032527419","https://openalex.org/A5109956522"],"corresponding_institution_ids":["https://openalex.org/I184597095","https://openalex.org/I60134161"],"apc_list":{"value":3390,"currency":"EUR","value_usd":4390},"apc_paid":{"value":3390,"currency":"EUR","value_usd":4390},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.21481593,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"20","issue":"7","first_page":"1551","last_page":"1560"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10916","display_name":"Surgical Simulation and Training","score":0.28209999203681946,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10916","display_name":"Surgical Simulation and Training","score":0.28209999203681946,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10862","display_name":"AI in cancer detection","score":0.274399995803833,"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/T12552","display_name":"Fetal and Pediatric Neurological Disorders","score":0.0737999975681305,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"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":0.6792923212051392},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5884593725204468},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5840094089508057},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.5800442695617676},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.4479163587093353},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4450138807296753},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.38992738723754883},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3535764217376709},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34535253047943115}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6792923212051392},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5884593725204468},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5840094089508057},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5800442695617676},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.4479163587093353},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4450138807296753},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.38992738723754883},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3535764217376709},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34535253047943115},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","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}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","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":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"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":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D010535","descriptor_name":"Laparoscopy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D010535","descriptor_name":"Laparoscopy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D010535","descriptor_name":"Laparoscopy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D010535","descriptor_name":"Laparoscopy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1007/s11548-025-03405-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11548-025-03405-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11548-025-03405-1.pdf","source":{"id":"https://openalex.org/S181408163","display_name":"International Journal of Computer Assisted Radiology and Surgery","issn_l":"1861-6410","issn":["1861-6410","1861-6429"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Assisted Radiology and Surgery","raw_type":"journal-article"},{"id":"pmid:40515883","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40515883","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":"International journal of computer assisted radiology and surgery","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:12226607","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12226607","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12226607/pdf/11548_2025_Article_3405.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Int J Comput Assist Radiol Surg","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s11548-025-03405-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11548-025-03405-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11548-025-03405-1.pdf","source":{"id":"https://openalex.org/S181408163","display_name":"International Journal of Computer Assisted Radiology and Surgery","issn_l":"1861-6410","issn":["1861-6410","1861-6429"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Assisted Radiology and Surgery","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G260273002","display_name":"Realization of an anatomical structure context-aware surgical assistance system","funder_award_id":"24H00720","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G3828540808","display_name":"Realization of exhaustive mathematical analysis of micro-anatomical structure for micro computational anatomy","funder_award_id":"21K19898","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G483154027","display_name":null,"funder_award_id":"JPMJCR20D5","funder_id":"https://openalex.org/F4320338075","funder_display_name":"Core Research for Evolutional Science and Technology"},{"id":"https://openalex.org/G5868890113","display_name":"\u3042\u3044\u307e\u3044\u6027\u3092\u8868\u73fe\u3059\u308bReliable Interventional AI Robotics","funder_award_id":"JPMJCR20D5","funder_id":"https://openalex.org/F4320334789","funder_display_name":"Japan Science and Technology Agency"},{"id":"https://openalex.org/G6718509927","display_name":null,"funder_award_id":"CREST","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"}],"funders":[{"id":"https://openalex.org/F4320322916","display_name":"Nagoya University","ror":"https://ror.org/04chrp450"},{"id":"https://openalex.org/F4320334764","display_name":"Japan Society for the Promotion of Science","ror":"https://ror.org/00hhkn466"},{"id":"https://openalex.org/F4320334789","display_name":"Japan Science and Technology Agency","ror":"https://ror.org/00097mb19"},{"id":"https://openalex.org/F4320338075","display_name":"Core Research for Evolutional Science and Technology","ror":"https://ror.org/00097mb19"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411298073.pdf","grobid_xml":"https://content.openalex.org/works/W4411298073.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W2602018030","https://openalex.org/W2737258237","https://openalex.org/W2791680898","https://openalex.org/W2928579060","https://openalex.org/W2964189064","https://openalex.org/W2964309882","https://openalex.org/W3034435444","https://openalex.org/W3035574324","https://openalex.org/W3101230421","https://openalex.org/W3171888599","https://openalex.org/W3186424617","https://openalex.org/W3187986157","https://openalex.org/W3203457317","https://openalex.org/W4308068460","https://openalex.org/W4315781049","https://openalex.org/W4375928793","https://openalex.org/W4385441998","https://openalex.org/W4387211260","https://openalex.org/W4387225961","https://openalex.org/W4391109864","https://openalex.org/W4395696001","https://openalex.org/W4402509827","https://openalex.org/W4402716357","https://openalex.org/W4403842150","https://openalex.org/W4403944567","https://openalex.org/W6845763798"],"related_works":["https://openalex.org/W4379231730","https://openalex.org/W4389858081","https://openalex.org/W2961085424","https://openalex.org/W2501551404","https://openalex.org/W4298131179","https://openalex.org/W2113201962","https://openalex.org/W4385583601","https://openalex.org/W4395685956","https://openalex.org/W3159516372","https://openalex.org/W4224009465"],"abstract_inverted_index":{"PURPOSE:":[0],"Understanding":[1],"anatomical":[2,164,231],"structures":[3,165],"in":[4,47,51,120,135,191,233],"laparoscopic":[5,13,39,85,97,137,220],"images":[6,61],"is":[7,22,92,110,211],"crucial":[8],"for":[9,19,38,82,219],"various":[10],"types":[11],"of":[12,32,58,84,226],"surgery.":[14],"However,":[15],"creating":[16],"specialized":[17],"datasets":[18],"each":[20],"type":[21],"both":[23],"inefficient":[24],"and":[25,114,159,198],"challenging.":[26],"This":[27,209],"highlights":[28],"the":[29,126,130,145,167,196,212,224],"clinical":[30,52],"significance":[31],"exploring":[33],"class-incremental":[34,216],"semantic":[35,132,217],"segmentation":[36,218,227],"(CISS)":[37],"images.":[40,86,153],"Although":[41],"CISS":[42,83],"has":[43],"been":[44],"widely":[45],"studied":[46],"diverse":[48],"image":[49],"datasets,":[50],"settings,":[53],"incremental":[54],"data":[55],"typically":[56],"consists":[57],"new":[59,230],"patient":[60],"rather":[62],"than":[63],"reusing":[64],"previous":[65],"images,":[66,98,138,221],"necessitating":[67],"a":[68,74,79],"novel":[69],"algorithm.":[70],"METHODS:":[71],"We":[72],"introduce":[73],"distillation":[75,108],"approach":[76,186],"driven":[77],"by":[78,129],"diffusion":[80,90],"model":[81,91],"Specifically,":[87],"an":[88],"unconditional":[89],"trained":[93,119,158],"to":[94,112,124,148,177,214,229],"generate":[95],"synthetic":[96],"which":[99,172],"are":[100],"then":[101],"incorporated":[102],"into":[103],"subsequent":[104],"training":[105],"steps.":[106,122],"A":[107],"network":[109],"employed":[111],"extract":[113],"transfer":[115],"knowledge":[116],"from":[117,166],"networks":[118],"earlier":[121],"Additionally,":[123],"address":[125,215],"challenge":[127],"posed":[128],"limited":[131],"information":[133],"available":[134],"individual":[136],"we":[139],"employ":[140],"cross-image":[141],"contrastive":[142],"learning,":[143],"enhancing":[144],"model's":[146],"ability":[147],"distinguish":[149],"subtle":[150],"variations":[151],"across":[152],"RESULTS:":[154],"Our":[155],"method":[156],"was":[157],"evaluated":[160],"on":[161],"all":[162],"11":[163],"Dresden":[168],"Surgical":[169],"Anatomy":[170],"Dataset,":[171],"presents":[173],"significant":[174],"challenges":[175],"due":[176],"its":[178],"dispersed":[179],"annotations.":[180],"Extensive":[181],"experiments":[182],"demonstrate":[183],"that":[184],"our":[185],"outperforms":[187],"other":[188],"methods,":[189],"especially":[190],"difficult":[192],"categories":[193],"such":[194],"as":[195],"ureter":[197],"vesicular":[199],"glands,":[200],"where":[201],"it":[202],"surpasses":[203],"even":[204],"supervised":[205],"offline":[206],"learning.":[207],"CONCLUSION:":[208],"study":[210],"first":[213],"significantly":[222],"improving":[223],"adaptability":[225],"models":[228],"classes":[232],"surgical":[234],"procedures.":[235]},"counts_by_year":[],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
