{"id":"https://openalex.org/W4224255089","doi":"https://doi.org/10.3390/e24040522","title":"Adversarial Multiscale Feature Learning Framework for Overlapping Chromosome Segmentation","display_name":"Adversarial Multiscale Feature Learning Framework for Overlapping Chromosome Segmentation","publication_year":2022,"publication_date":"2022-04-07","ids":{"openalex":"https://openalex.org/W4224255089","doi":"https://doi.org/10.3390/e24040522","pmid":"https://pubmed.ncbi.nlm.nih.gov/35455185"},"language":"en","primary_location":{"id":"doi:10.3390/e24040522","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e24040522","pdf_url":"https://www.mdpi.com/1099-4300/24/4/522/pdf?version=1649334027","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1099-4300/24/4/522/pdf?version=1649334027","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022549905","display_name":"Liye Mei","orcid":"https://orcid.org/0000-0002-2555-9199"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liye Mei","raw_affiliation_strings":["The Institute of Technological Sciences, Wuhan University, Wuhan 430072, China"],"affiliations":[{"raw_affiliation_string":"The Institute of Technological Sciences, Wuhan University, Wuhan 430072, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053572868","display_name":"Yalan Yu","orcid":"https://orcid.org/0000-0003-0293-7510"},"institutions":[{"id":"https://openalex.org/I4210120234","display_name":"Zhongnan Hospital of Wuhan University","ror":"https://ror.org/01v5mqw79","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210120234"]},{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yalan Yu","raw_affiliation_strings":["The Department of Hematology, Zhongnan Hospital of Wuhan University, Wuhan 430071, China"],"affiliations":[{"raw_affiliation_string":"The Department of Hematology, Zhongnan Hospital of Wuhan University, Wuhan 430071, China","institution_ids":["https://openalex.org/I4210120234","https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002208932","display_name":"Hui Shen","orcid":"https://orcid.org/0000-0002-5582-4555"},"institutions":[{"id":"https://openalex.org/I4210120234","display_name":"Zhongnan Hospital of Wuhan University","ror":"https://ror.org/01v5mqw79","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210120234"]},{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Shen","raw_affiliation_strings":["The Department of Hematology, Zhongnan Hospital of Wuhan University, Wuhan 430071, China"],"affiliations":[{"raw_affiliation_string":"The Department of Hematology, Zhongnan Hospital of Wuhan University, Wuhan 430071, China","institution_ids":["https://openalex.org/I4210120234","https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044592208","display_name":"Yueyun Weng","orcid":"https://orcid.org/0000-0001-8910-8904"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yueyun Weng","raw_affiliation_strings":["The Institute of Technological Sciences, Wuhan University, Wuhan 430072, China","The Key Laboratory of Transients in Hydrolic Machinery of Ministry of Education, School of Power and Mechanical Engineering, Wuhan University, Wuhan 430072, China"],"affiliations":[{"raw_affiliation_string":"The Institute of Technological Sciences, Wuhan University, Wuhan 430072, China","institution_ids":["https://openalex.org/I37461747"]},{"raw_affiliation_string":"The Key Laboratory of Transients in Hydrolic Machinery of Ministry of Education, School of Power and Mechanical Engineering, Wuhan University, Wuhan 430072, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086921665","display_name":"Yan Liu","orcid":"https://orcid.org/0009-0005-6564-7678"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Liu","raw_affiliation_strings":["The Alipay Tian Qian Security Lab., Beijing 100020, China"],"affiliations":[{"raw_affiliation_string":"The Alipay Tian Qian Security Lab., Beijing 100020, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058266691","display_name":"Du Wang","orcid":"https://orcid.org/0000-0002-0098-7613"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Du Wang","raw_affiliation_strings":["The Institute of Technological Sciences, Wuhan University, Wuhan 430072, China"],"affiliations":[{"raw_affiliation_string":"The Institute of Technological Sciences, Wuhan University, Wuhan 430072, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100319990","display_name":"Sheng Liu","orcid":"https://orcid.org/0000-0001-6033-078X"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sheng Liu","raw_affiliation_strings":["The Institute of Technological Sciences, Wuhan University, Wuhan 430072, China","The Key Laboratory of Transients in Hydrolic Machinery of Ministry of Education, School of Power and Mechanical Engineering, Wuhan University, Wuhan 430072, China"],"affiliations":[{"raw_affiliation_string":"The Institute of Technological Sciences, Wuhan University, Wuhan 430072, China","institution_ids":["https://openalex.org/I37461747"]},{"raw_affiliation_string":"The Key Laboratory of Transients in Hydrolic Machinery of Ministry of Education, School of Power and Mechanical Engineering, Wuhan University, Wuhan 430072, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001882175","display_name":"Fuling Zhou","orcid":"https://orcid.org/0000-0003-0982-0382"},"institutions":[{"id":"https://openalex.org/I4210120234","display_name":"Zhongnan Hospital of Wuhan University","ror":"https://ror.org/01v5mqw79","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210120234"]},{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fuling Zhou","raw_affiliation_strings":["The Department of Hematology, Zhongnan Hospital of Wuhan University, Wuhan 430071, China"],"affiliations":[{"raw_affiliation_string":"The Department of Hematology, Zhongnan Hospital of Wuhan University, Wuhan 430071, China","institution_ids":["https://openalex.org/I4210120234","https://openalex.org/I37461747"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073284259","display_name":"Cheng Lei","orcid":"https://orcid.org/0000-0001-8439-4235"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Cheng Lei","raw_affiliation_strings":["The Institute of Technological Sciences, Wuhan University, Wuhan 430072, China"],"affiliations":[{"raw_affiliation_string":"The Institute of Technological Sciences, Wuhan University, Wuhan 430072, China","institution_ids":["https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5073284259"],"corresponding_institution_ids":["https://openalex.org/I37461747"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2165},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2165},"fwci":4.1114,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.94300778,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"24","issue":"4","first_page":"522","last_page":"522"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11213","display_name":"Genomic variations and chromosomal abnormalities","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11213","display_name":"Genomic variations and chromosomal abnormalities","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9962000250816345,"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/T11287","display_name":"Cancer Genomics and Diagnostics","score":0.9686999917030334,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6994727849960327},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6333874464035034},{"id":"https://openalex.org/keywords/chromosome","display_name":"Chromosome","score":0.5888609290122986},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5657957196235657},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.48419907689094543},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.44228431582450867},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.4296240210533142},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3451361060142517},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.12182614207267761},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.11843991279602051}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6994727849960327},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6333874464035034},{"id":"https://openalex.org/C30481170","wikidata":"https://www.wikidata.org/wiki/Q37748","display_name":"Chromosome","level":3,"score":0.5888609290122986},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5657957196235657},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.48419907689094543},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.44228431582450867},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.4296240210533142},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3451361060142517},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.12182614207267761},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.11843991279602051},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/e24040522","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e24040522","pdf_url":"https://www.mdpi.com/1099-4300/24/4/522/pdf?version=1649334027","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy","raw_type":"journal-article"},{"id":"pmid:35455185","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35455185","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":"Entropy (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:d597ae7fe00b47cca17a9f059661b57b","is_oa":true,"landing_page_url":"https://doaj.org/article/d597ae7fe00b47cca17a9f059661b57b","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Entropy, Vol 24, Iss 4, p 522 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1099-4300/24/4/522/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/e24040522","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Entropy; Volume 24; Issue 4; Pages: 522","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:9029931","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9029931","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Entropy (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/e24040522","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e24040522","pdf_url":"https://www.mdpi.com/1099-4300/24/4/522/pdf?version=1649334027","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1865632032","display_name":null,"funder_award_id":"51727901","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3648065631","display_name":null,"funder_award_id":"61905182","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"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4224255089.pdf","grobid_xml":"https://content.openalex.org/works/W4224255089.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W1041903906","https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W1909740415","https://openalex.org/W1950315773","https://openalex.org/W1985415123","https://openalex.org/W2022085685","https://openalex.org/W2048371112","https://openalex.org/W2126046058","https://openalex.org/W2160244321","https://openalex.org/W2593414223","https://openalex.org/W2734417242","https://openalex.org/W2736536606","https://openalex.org/W2795587607","https://openalex.org/W2798838709","https://openalex.org/W2886934227","https://openalex.org/W2888879833","https://openalex.org/W2912126472","https://openalex.org/W2921406441","https://openalex.org/W2923997689","https://openalex.org/W2945564916","https://openalex.org/W2947715362","https://openalex.org/W2962682625","https://openalex.org/W2963073614","https://openalex.org/W2963495494","https://openalex.org/W2964309882","https://openalex.org/W2967818120","https://openalex.org/W2970971581","https://openalex.org/W2980846635","https://openalex.org/W2982031321","https://openalex.org/W2996290406","https://openalex.org/W3021364136","https://openalex.org/W3082444845","https://openalex.org/W3097973622","https://openalex.org/W3103010481","https://openalex.org/W3113909365","https://openalex.org/W3128720244","https://openalex.org/W3196904463","https://openalex.org/W3205426545","https://openalex.org/W4213296660","https://openalex.org/W4220917636","https://openalex.org/W4220950354"],"related_works":["https://openalex.org/W2357124094","https://openalex.org/W2387399993","https://openalex.org/W2389739210","https://openalex.org/W2348924972","https://openalex.org/W2365736347","https://openalex.org/W2047454415","https://openalex.org/W2070040999","https://openalex.org/W2387293848","https://openalex.org/W2250140200","https://openalex.org/W2080473508"],"abstract_inverted_index":{"Chromosome":[0],"karyotype":[1,27],"analysis":[2,17,28,61,68],"is":[3,18,32,141,181],"of":[4,13,41,58,66,87,110,138,178],"great":[5,194],"clinical":[6],"importance":[7],"in":[8,188,196],"the":[9,37,42,45,56,59,64,83,94,103,107,111,121,132,135,139,145,152,157,163,168,173,176],"diagnosis":[10],"and":[11,21,39,62,85,166],"treatment":[12],"diseases.":[14],"Since":[15],"manual":[16],"highly":[19],"time":[20],"effort":[22],"consuming,":[23],"computer-assisted":[24],"automatic":[25],"chromosome":[26,67,89,112,198],"based":[29],"on":[30],"images":[31,113,129],"routinely":[33],"used":[34],"to":[35,81,105,127,131,161],"improve":[36,82,162],"efficiency":[38],"accuracy":[40,57,84],"analysis.":[43],"However,":[44],"strip-shaped":[46],"chromosomes":[47],"easily":[48],"overlap":[49],"each":[50],"other":[51],"when":[52],"imaged,":[53],"significantly":[54],"affecting":[55],"subsequent":[60],"hindering":[63],"development":[65],"instruments.":[69],"In":[70],"this":[71],"paper,":[72],"we":[73,119,150],"present":[74],"an":[75],"adversarial,":[76],"multiscale":[77,116],"feature":[78],"learning":[79],"framework":[80,180],"adaptability":[86],"overlapping":[88,197],"segmentation.":[90,199],"We":[91],"first":[92],"adopt":[93],"nested":[95],"U-shaped":[96],"network":[97,125,140],"with":[98,156,172],"dense":[99],"skip":[100],"connections":[101],"as":[102],"generator":[104],"explore":[106],"optimal":[108],"representation":[109],"by":[114,143,184],"exploiting":[115],"features.":[117],"Then":[118],"use":[120],"conditional":[122],"generative":[123],"adversarial":[124],"(cGAN)":[126],"generate":[128],"similar":[130],"original":[133],"ones;":[134],"training":[136],"stability":[137],"enhanced":[142],"applying":[144],"least-square":[146],"GAN":[147],"objective.":[148],"Finally,":[149],"replace":[151],"common":[153],"cross-entropy":[154],"loss":[155,160],"advanced":[158],"Lov\u00e1sz-Softmax":[159],"model's":[164,169],"optimization":[165],"accelerate":[167],"convergence.":[170],"Comparing":[171],"established":[174],"algorithms,":[175],"performance":[177],"our":[179],"proven":[182],"superior":[183],"using":[185],"public":[186],"datasets":[187],"eight":[189],"evaluation":[190],"criteria,":[191],"showing":[192],"its":[193],"potential":[195]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}