{"id":"https://openalex.org/W4406171228","doi":"https://doi.org/10.1109/tcsvt.2025.3526940","title":"Multi-Granularity Topology-Aware Cell Localization and Counting in Pathological Images","display_name":"Multi-Granularity Topology-Aware Cell Localization and Counting in Pathological Images","publication_year":2025,"publication_date":"2025-01-08","ids":{"openalex":"https://openalex.org/W4406171228","doi":"https://doi.org/10.1109/tcsvt.2025.3526940"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2025.3526940","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2025.3526940","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","raw_type":"journal-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/A5104883983","display_name":"Yajie Chen","orcid":"https://orcid.org/0000-0002-2222-8589"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yajie Chen","raw_affiliation_strings":["School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan, China","School of Electronic Information and Communications, Huazhong University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0000-0002-2222-8589","affiliations":[{"raw_affiliation_string":"School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"School of Electronic Information and Communications, Huazhong University of Science and Technology, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100645205","display_name":"Shujuan Wang","orcid":"https://orcid.org/0000-0001-7004-1551"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shujuan Wang","raw_affiliation_strings":["Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China","Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science and Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science and Technology, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104470418","display_name":"Bin Zhang","orcid":"https://orcid.org/0009-0002-3710-2046"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Boshuai Zhang","raw_affiliation_strings":["School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan, China","School of Electronic Information and Communications, Huazhong University of Science and Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"School of Electronic Information and Communications, Huazhong University of Science and Technology, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100522165","display_name":"Lihua Lin","orcid":"https://orcid.org/0000-0002-4823-4493"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lihua Lin","raw_affiliation_strings":["Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China","Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0000-0002-4823-4493","affiliations":[{"raw_affiliation_string":"Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science and Technology, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115810108","display_name":"Qianqian Chai","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qianqian Chai","raw_affiliation_strings":["Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China","Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0009-0006-9834-3117","affiliations":[{"raw_affiliation_string":"Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science and Technology, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jiazheng Yang","orcid":"https://orcid.org/0009-0000-5531-0311"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiazheng Yang","raw_affiliation_strings":["Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China","Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0009-0000-5531-0311","affiliations":[{"raw_affiliation_string":"Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science and Technology, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088751649","display_name":"Xin Yang","orcid":"https://orcid.org/0000-0001-6252-1061"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Yang","raw_affiliation_strings":["School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan, China","School of Electronic Information and Communications, Huazhong University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0000-0001-6252-1061","affiliations":[{"raw_affiliation_string":"School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"School of Electronic Information and Communications, Huazhong University of Science and Technology, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"last","author":{"id":null,"display_name":"Qian Liu","orcid":"https://orcid.org/0000-0001-8598-5256"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qian Liu","raw_affiliation_strings":["Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China","Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0000-0001-8598-5256","affiliations":[{"raw_affiliation_string":"Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science and Technology, China","institution_ids":["https://openalex.org/I47720641"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I47720641"],"apc_list":null,"apc_paid":null,"fwci":1.396,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.81943862,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"35","issue":"6","first_page":"5633","last_page":"5643"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9998000264167786,"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9991000294685364,"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/T12859","display_name":"Cell Image Analysis Techniques","score":0.9933000206947327,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"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/granularity","display_name":"Granularity","score":0.7711535692214966},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7261925935745239},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.5503928661346436},{"id":"https://openalex.org/keywords/false-positive-paradox","display_name":"False positive paradox","score":0.5110374689102173},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4982006549835205},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.49380549788475037},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4693630337715149},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4539222717285156},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4528535008430481},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.44430574774742126},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.43961507081985474},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.4042070209980011},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.39166995882987976},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3526839017868042},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17676997184753418}],"concepts":[{"id":"https://openalex.org/C177774035","wikidata":"https://www.wikidata.org/wiki/Q1246948","display_name":"Granularity","level":2,"score":0.7711535692214966},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7261925935745239},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.5503928661346436},{"id":"https://openalex.org/C64869954","wikidata":"https://www.wikidata.org/wiki/Q1859747","display_name":"False positive paradox","level":2,"score":0.5110374689102173},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4982006549835205},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.49380549788475037},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4693630337715149},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4539222717285156},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4528535008430481},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.44430574774742126},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.43961507081985474},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.4042070209980011},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39166995882987976},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3526839017868042},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17676997184753418},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"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/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2025.3526940","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2025.3526940","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2157765739","display_name":null,"funder_award_id":"62061160490","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2315720806","display_name":null,"funder_award_id":"62122029","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4130284496","display_name":null,"funder_award_id":"62472184","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8561207882","display_name":null,"funder_award_id":"2021CFA053","funder_id":"https://openalex.org/F4320322186","funder_display_name":"Natural Science Foundation of Hubei Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322186","display_name":"Natural Science Foundation of Hubei Province","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W406474058","https://openalex.org/W1536719639","https://openalex.org/W2347064614","https://openalex.org/W2520723410","https://openalex.org/W2789524952","https://openalex.org/W2902494497","https://openalex.org/W2963826106","https://openalex.org/W2974825848","https://openalex.org/W2977057439","https://openalex.org/W2979796099","https://openalex.org/W2980134246","https://openalex.org/W2982498096","https://openalex.org/W3009231981","https://openalex.org/W3027606690","https://openalex.org/W3035159724","https://openalex.org/W3035326800","https://openalex.org/W3035925134","https://openalex.org/W3109272290","https://openalex.org/W3175725565","https://openalex.org/W3194605760","https://openalex.org/W3202604077","https://openalex.org/W3203845557","https://openalex.org/W3205483686","https://openalex.org/W3210550184","https://openalex.org/W4210874399","https://openalex.org/W4214507171","https://openalex.org/W4226527704","https://openalex.org/W4294310792","https://openalex.org/W4312443924","https://openalex.org/W4312613051","https://openalex.org/W4312826597","https://openalex.org/W4313137950","https://openalex.org/W4322731279","https://openalex.org/W4385775296","https://openalex.org/W4386065414","https://openalex.org/W4387211363","https://openalex.org/W4390873352","https://openalex.org/W4391627438","https://openalex.org/W4399039839","https://openalex.org/W6631190155","https://openalex.org/W6763415409","https://openalex.org/W6787680731","https://openalex.org/W6791353385","https://openalex.org/W6811230874","https://openalex.org/W6846977568","https://openalex.org/W6862881847"],"related_works":["https://openalex.org/W2931688134","https://openalex.org/W2377919138","https://openalex.org/W2378857091","https://openalex.org/W103652678","https://openalex.org/W4226090359","https://openalex.org/W2059697060","https://openalex.org/W936373746","https://openalex.org/W2975817033","https://openalex.org/W2743738614","https://openalex.org/W3187599676"],"abstract_inverted_index":{"Cell":[0],"localization":[1],"and":[2,14,32,37,132,141,173],"counting":[3],"in":[4,11,53,158],"pathological":[5,171,176],"images":[6],"play":[7],"an":[8,83],"important":[9],"role":[10],"the":[12,71,76,105,110,127,143,159,162,179,183],"diagnosis":[13],"treatment":[15],"of":[16,39,60,79,91,93,113,130,138,145,161,182],"life-threatening":[17],"diseases":[18],"(e.g.,":[19],"tumor).":[20],"However,":[21],"they":[22],"still":[23],"remain":[24],"a":[25,57,88,122,155,168],"challenging":[26],"work,":[27,43],"due":[28],"to":[29,74,108],"cell":[30],"clustering":[31],"adhesion,":[33],"blurred":[34],"boundaries,":[35],"deformation,":[36],"difficulty":[38],"annotation.":[40],"In":[41],"this":[42],"we":[44],"address":[45],"these":[46],"problems":[47],"by":[48],"introducing":[49],"multi-granularity":[50,148],"topological":[51,61,95,151],"constraints":[52,153],"model":[54,73,107],"training.":[55],"First,":[56],"loss":[58,89,123,149],"function":[59,90],"structure":[62,96],"constraint":[63,92],"for":[64,100],"single":[65],"cells":[66,81,116],"is":[67,98,124],"proposed,":[68],"which":[69,103,135],"encourages":[70],"trained":[72,106,163],"avoid":[75],"wrong":[77,111],"prediction":[78,112],"multiple":[80],"within":[82],"instance":[84],"(false":[85,119],"positives).":[86],"Second,":[87],"spatial":[94],"distribution":[97],"proposed":[99,125,184],"clustered":[101],"cells,":[102],"helps":[104],"reduce":[109],"some":[114,187],"crowded":[115],"as":[117],"one":[118],"negative).":[120],"Third,":[121],"from":[126],"expert":[128],"check":[129],"annotation":[131],"inference":[133],"errors,":[134],"enables":[136,154],"positioning":[137],"difficult":[139],"samples":[140],"facilitates":[142],"correction":[144],"errors.":[146],"The":[147],"under":[150],"feature":[152],"significant":[156],"enhancement":[157],"performance":[160,180],"model.":[164],"Experimental":[165],"results":[166],"on":[167],"self-collected":[169],"COVID-19":[170],"dataset":[172],"two":[174],"public":[175],"datasets":[177],"validate":[178],"advantages":[181],"method":[185],"over":[186],"state-of-the-art":[188],"methods.":[189],"Our":[190],"code":[191],"will":[192],"be":[193],"available":[194],"at":[195],"https://github.com/MedicalYajieChen/MGTopology.":[196]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}