{"id":"https://openalex.org/W4394585865","doi":"https://doi.org/10.1109/tmi.2024.3384484","title":"Diverse Data Generation for Retinal Layer Segmentation With Potential Structure Modeling","display_name":"Diverse Data Generation for Retinal Layer Segmentation With Potential Structure Modeling","publication_year":2024,"publication_date":"2024-04-08","ids":{"openalex":"https://openalex.org/W4394585865","doi":"https://doi.org/10.1109/tmi.2024.3384484","pmid":"https://pubmed.ncbi.nlm.nih.gov/38587957"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2024.3384484","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2024.3384484","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/A5100683423","display_name":"Kun Huang","orcid":"https://orcid.org/0000-0003-4873-679X"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun Huang","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","Department of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0003-4873-679X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017254269","display_name":"Xiao Ma","orcid":"https://orcid.org/0000-0002-1842-5029"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Ma","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","Department of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-1842-5029","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051031104","display_name":"Zetian Zhang","orcid":"https://orcid.org/0000-0002-7182-2787"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zetian Zhang","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","Department of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100385421","display_name":"Yuhan Zhang","orcid":"https://orcid.org/0000-0002-4421-2414"},"institutions":[{"id":"https://openalex.org/I4210116924","display_name":"Chinese University of Hong Kong, Shenzhen","ror":"https://ror.org/02d5ks197","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633","https://openalex.org/I180726961","https://openalex.org/I4210116924"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhan Zhang","raw_affiliation_strings":["Department of Computer Science and Engineering and Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong, China","Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong, China"],"raw_orcid":"https://orcid.org/0000-0002-4421-2414","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering and Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong, China","institution_ids":["https://openalex.org/I4210116924"]},{"raw_affiliation_string":"Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong, China","institution_ids":["https://openalex.org/I4210116924"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050474631","display_name":"Songtao Yuan","orcid":"https://orcid.org/0000-0001-9212-0664"},"institutions":[{"id":"https://openalex.org/I4210152119","display_name":"Jiangsu Province Hospital","ror":"https://ror.org/04py1g812","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210152119"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Songtao Yuan","raw_affiliation_strings":["Department of Ophthalmology, Jiangsu Province Hospital, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0001-9212-0664","affiliations":[{"raw_affiliation_string":"Department of Ophthalmology, Jiangsu Province Hospital, Nanjing, China","institution_ids":["https://openalex.org/I4210152119"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010970485","display_name":"Huazhu Fu","orcid":"https://orcid.org/0000-0002-9702-5524"},"institutions":[{"id":"https://openalex.org/I115228651","display_name":"Agency for Science, Technology and Research","ror":"https://ror.org/036wvzt09","country_code":"SG","type":"government","lineage":["https://openalex.org/I115228651"]},{"id":"https://openalex.org/I3004594783","display_name":"Institute of High Performance Computing","ror":"https://ror.org/02n0ejh50","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3004594783","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Huazhu Fu","raw_affiliation_strings":["Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Fusionopolis, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-9702-5524","affiliations":[{"raw_affiliation_string":"Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Fusionopolis, Singapore","institution_ids":["https://openalex.org/I115228651","https://openalex.org/I3004594783"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073010231","display_name":"Qiang Chen","orcid":"https://orcid.org/0000-0002-6685-2447"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Chen","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","Department of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-6685-2447","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.9486,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.9125581,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"43","issue":"10","first_page":"3584","last_page":"3595"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9761999845504761,"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"}},"topics":[{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9761999845504761,"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/T10862","display_name":"AI in cancer detection","score":0.9057000279426575,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8016587495803833},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.7398062944412231},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6842982172966003},{"id":"https://openalex.org/keywords/optical-coherence-tomography","display_name":"Optical coherence tomography","score":0.6141951084136963},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5124126076698303},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5044440031051636},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.4577428996562958},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3790629506111145},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.28954529762268066}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8016587495803833},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7398062944412231},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6842982172966003},{"id":"https://openalex.org/C2778818243","wikidata":"https://www.wikidata.org/wiki/Q899552","display_name":"Optical coherence tomography","level":2,"score":0.6141951084136963},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5124126076698303},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5044440031051636},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.4577428996562958},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3790629506111145},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.28954529762268066},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"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":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D012160","descriptor_name":"Retina","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012160","descriptor_name":"Retina","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012160","descriptor_name":"Retina","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012160","descriptor_name":"Retina","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D041623","descriptor_name":"Tomography, Optical Coherence","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D041623","descriptor_name":"Tomography, Optical Coherence","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D041623","descriptor_name":"Tomography, Optical Coherence","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D041623","descriptor_name":"Tomography, Optical Coherence","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/tmi.2024.3384484","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2024.3384484","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:38587957","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38587957","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/G538652250","display_name":null,"funder_award_id":"30921013105","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G5668888126","display_name":null,"funder_award_id":"62172223","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5897065952","display_name":null,"funder_award_id":"62202408","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6045690201","display_name":"\u57fa\u4e8e\u5149\u5b66\u76f8\u5e72\u65ad\u5c42\u56fe\u50cf\u7684\u8001\u5e74\u9ec4\u6591\u53d8\u6027\u5206\u6790\u82e5\u5e72\u5173\u952e\u6280\u672f\u7814\u7a76","funder_award_id":"61671242","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7472644819","display_name":null,"funder_award_id":"92370109","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":63,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W1976041506","https://openalex.org/W1999377661","https://openalex.org/W2001055021","https://openalex.org/W2063440562","https://openalex.org/W2074598933","https://openalex.org/W2086295185","https://openalex.org/W2094242952","https://openalex.org/W2102412854","https://openalex.org/W2141972913","https://openalex.org/W2157979199","https://openalex.org/W2580835947","https://openalex.org/W2592729436","https://openalex.org/W2608854843","https://openalex.org/W2622817237","https://openalex.org/W2752796333","https://openalex.org/W2761299546","https://openalex.org/W2765407302","https://openalex.org/W2810924486","https://openalex.org/W2888905826","https://openalex.org/W2973030301","https://openalex.org/W2998240002","https://openalex.org/W3023476182","https://openalex.org/W3090488062","https://openalex.org/W3092762369","https://openalex.org/W3107948185","https://openalex.org/W3130130648","https://openalex.org/W3136011173","https://openalex.org/W3136054725","https://openalex.org/W3174480022","https://openalex.org/W3203659515","https://openalex.org/W3211297168","https://openalex.org/W3214514421","https://openalex.org/W4220747310","https://openalex.org/W4221146612","https://openalex.org/W4221163766","https://openalex.org/W4223504785","https://openalex.org/W4293071228","https://openalex.org/W4295916864","https://openalex.org/W4296057829","https://openalex.org/W4296120761","https://openalex.org/W4307426725","https://openalex.org/W4308233887","https://openalex.org/W4312113488","https://openalex.org/W4312770623","https://openalex.org/W4312933868","https://openalex.org/W4313856624","https://openalex.org/W4319866177","https://openalex.org/W4360618714","https://openalex.org/W4361856627","https://openalex.org/W4372336638","https://openalex.org/W4377695098","https://openalex.org/W4386057725","https://openalex.org/W4386076613","https://openalex.org/W6725486718","https://openalex.org/W6743428213","https://openalex.org/W6765779288","https://openalex.org/W6779823529","https://openalex.org/W6783713337","https://openalex.org/W6795288823","https://openalex.org/W6796581206","https://openalex.org/W6802744804"],"related_works":["https://openalex.org/W2323668004","https://openalex.org/W2348498086","https://openalex.org/W3093461874","https://openalex.org/W2063232638","https://openalex.org/W1000914229","https://openalex.org/W3021342607","https://openalex.org/W2488331324","https://openalex.org/W970126872","https://openalex.org/W127177386","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Accurate":[0],"retinal":[1,171,203],"layer":[2,92,103,172,204],"segmentation":[3,205],"on":[4,166,193],"optical":[5],"coherence":[6],"tomography":[7],"(OCT)":[8],"images":[9,18,32,99,179],"is":[10,53,212],"hampered":[11],"by":[12,39],"the":[13,47,58,87,127,132,135,148,194,198],"challenges":[14],"of":[15,42,49,61,134,150],"collecting":[16],"OCT":[17,98,178,200],"with":[19,180,197],"diverse":[20,77,91,151],"pathological":[21,160],"characterization":[22],"and":[23,33,78,94,117,184],"balanced":[24,79,119],"distribution.":[25],"Current":[26],"generative":[27,189],"models":[28,110],"can":[29],"produce":[30],"high-realistic":[31],"corresponding":[34,100],"labels":[35],"without":[36],"quantitative":[37],"limitations":[38],"fitting":[40],"distributions":[41],"real":[43,84],"collected":[44],"data.":[45,63],"Nevertheless,":[46],"diversity":[48,133,185],"their":[50],"generated":[51,136,199],"data":[52,81,116],"still":[54],"limited":[55],"due":[56],"to":[57,101,125,158,187],"inherent":[59],"imbalance":[60],"training":[62,196],"To":[64,112,130],"address":[65],"these":[66,102],"issues,":[67],"we":[68,121,139],"propose":[69,140],"an":[70],"image-label":[71,137],"pair":[72],"generation":[73,128],"framework":[74,88],"that":[75,146],"generates":[76,90,96,177],"potential":[80,142],"from":[82,114,153],"imbalanced":[83,115],"samples.":[85,161],"Specifically,":[86],"first":[89],"masks,":[93],"then":[95],"plausible":[97],"masks":[104],"using":[105],"two":[106,167],"customized":[107],"diffusion":[108],"probabilistic":[109],"respectively.":[111],"learn":[113],"facilitate":[118],"generation,":[120],"introduce":[122],"pathological-related":[123],"conditions":[124],"guide":[126],"processes.":[129],"enhance":[131],"pairs,":[138],"a":[141],"structure":[143],"modeling":[144],"technique":[145],"transfers":[147],"knowledge":[149],"sub-structures":[152],"lowly-":[154],"or":[155],"non-pathological":[156],"samples":[157],"highly":[159],"We":[162],"conducted":[163],"extensive":[164,195],"experiments":[165],"public":[168],"datasets":[169],"for":[170],"segmentation.":[173],"Firstly,":[174],"our":[175],"method":[176],"higher":[181],"image":[182],"quality":[183],"compared":[186],"other":[188],"methods.":[190],"Furthermore,":[191],"based":[192],"images,":[201],"downstream":[202],"tasks":[206],"demonstrate":[207],"improved":[208],"results.":[209],"The":[210],"code":[211],"publicly":[213],"available":[214],"at:":[215],"https://github.com/nicetomeetu21/GenPSM.":[216]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2024-04-09T00:00:00"}