{"id":"https://openalex.org/W4406011504","doi":"https://doi.org/10.1007/s40747-024-01714-7","title":"MSM-TDE: multi-scale semantics mining and tiny details enhancement network for retinal vessel segmentation","display_name":"MSM-TDE: multi-scale semantics mining and tiny details enhancement network for retinal vessel segmentation","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4406011504","doi":"https://doi.org/10.1007/s40747-024-01714-7"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-024-01714-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01714-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01714-7.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01714-7.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081554265","display_name":"Hongbin Zhang","orcid":"https://orcid.org/0000-0002-8375-0039"},"institutions":[{"id":"https://openalex.org/I13985625","display_name":"East China Jiaotong University","ror":"https://ror.org/05x2f1m38","country_code":"CN","type":"education","lineage":["https://openalex.org/I13985625"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hongbin Zhang","raw_affiliation_strings":["School of Information and Software Engineering, East China Jiaotong University, Nanchang, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, East China Jiaotong University, Nanchang, China","institution_ids":["https://openalex.org/I13985625"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100405987","display_name":"Jin Zhang","orcid":"https://orcid.org/0000-0002-7464-2247"},"institutions":[{"id":"https://openalex.org/I13985625","display_name":"East China Jiaotong University","ror":"https://ror.org/05x2f1m38","country_code":"CN","type":"education","lineage":["https://openalex.org/I13985625"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jin Zhang","raw_affiliation_strings":["School of Information and Software Engineering, East China Jiaotong University, Nanchang, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, East China Jiaotong University, Nanchang, China","institution_ids":["https://openalex.org/I13985625"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100681423","display_name":"Xiaoxiong Zhong","orcid":"https://orcid.org/0000-0001-9307-6247"},"institutions":[{"id":"https://openalex.org/I59649739","display_name":"Jiangxi University of Finance and Economics","ror":"https://ror.org/03efmyj29","country_code":"CN","type":"education","lineage":["https://openalex.org/I59649739"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuan Zhong","raw_affiliation_strings":["Modern Industry School of Virtual Reality, Jiangxi University of Finance and Economics, Nanchang, China"],"affiliations":[{"raw_affiliation_string":"Modern Industry School of Virtual Reality, Jiangxi University of Finance and Economics, Nanchang, China","institution_ids":["https://openalex.org/I59649739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102862673","display_name":"Yakai Feng","orcid":"https://orcid.org/0000-0002-4511-0874"},"institutions":[{"id":"https://openalex.org/I13985625","display_name":"East China Jiaotong University","ror":"https://ror.org/05x2f1m38","country_code":"CN","type":"education","lineage":["https://openalex.org/I13985625"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ya Feng","raw_affiliation_strings":["School of Information and Software Engineering, East China Jiaotong University, Nanchang, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, East China Jiaotong University, Nanchang, China","institution_ids":["https://openalex.org/I13985625"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100636088","display_name":"Guanglin Li","orcid":"https://orcid.org/0000-0001-9016-2617"},"institutions":[{"id":"https://openalex.org/I13985625","display_name":"East China Jiaotong University","ror":"https://ror.org/05x2f1m38","country_code":"CN","type":"education","lineage":["https://openalex.org/I13985625"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangli Li","raw_affiliation_strings":["School of Information and Software Engineering, East China Jiaotong University, Nanchang, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, East China Jiaotong University, Nanchang, China","institution_ids":["https://openalex.org/I13985625"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100335132","display_name":"Xiong Li","orcid":"https://orcid.org/0000-0001-6619-554X"},"institutions":[{"id":"https://openalex.org/I13985625","display_name":"East China Jiaotong University","ror":"https://ror.org/05x2f1m38","country_code":"CN","type":"education","lineage":["https://openalex.org/I13985625"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiong Li","raw_affiliation_strings":["School of Information and Software Engineering, East China Jiaotong University, Nanchang, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, East China Jiaotong University, Nanchang, China","institution_ids":["https://openalex.org/I13985625"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090408660","display_name":"Jingqin Lv","orcid":"https://orcid.org/0000-0003-0682-1953"},"institutions":[{"id":"https://openalex.org/I13985625","display_name":"East China Jiaotong University","ror":"https://ror.org/05x2f1m38","country_code":"CN","type":"education","lineage":["https://openalex.org/I13985625"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingqin Lv","raw_affiliation_strings":["School of Information and Software Engineering, East China Jiaotong University, Nanchang, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, East China Jiaotong University, Nanchang, China","institution_ids":["https://openalex.org/I13985625"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113141320","display_name":"Donghong Ji","orcid":null},"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":"Donghong Ji","raw_affiliation_strings":["Cyber Science and Engineering School, Wuhan University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Cyber Science and Engineering School, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5081554265"],"corresponding_institution_ids":["https://openalex.org/I13985625"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":2.494,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.85768817,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"11","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":1.0,"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":1.0,"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9900000095367432,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9842000007629395,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.7041696310043335},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6115108728408813},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.574134349822998},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5528174638748169},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5342803001403809},{"id":"https://openalex.org/keywords/retinal","display_name":"Retinal","score":0.42164346575737},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4115930497646332},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3669547438621521},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.1459561586380005},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.11486262083053589},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.10456603765487671},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.06903451681137085}],"concepts":[{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.7041696310043335},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6115108728408813},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.574134349822998},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5528174638748169},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5342803001403809},{"id":"https://openalex.org/C2780827179","wikidata":"https://www.wikidata.org/wiki/Q422001","display_name":"Retinal","level":2,"score":0.42164346575737},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4115930497646332},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3669547438621521},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.1459561586380005},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.11486262083053589},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.10456603765487671},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.06903451681137085},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-024-01714-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01714-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01714-7.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:97ecee0f8502459dbdacb75e2c40f0bb","is_oa":true,"landing_page_url":"https://doaj.org/article/97ecee0f8502459dbdacb75e2c40f0bb","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":"Complex & Intelligent Systems, Vol 11, Iss 1, Pp 1-23 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-024-01714-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01714-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01714-7.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1385271535","display_name":null,"funder_award_id":"161011","funder_id":"https://openalex.org/F4320321106","funder_display_name":"Ministry of Education of the People's Republic of China"},{"id":"https://openalex.org/G1597440095","display_name":null,"funder_award_id":"62161011","funder_id":"https://openalex.org/F4320321106","funder_display_name":"Ministry of Education of the People's Republic of China"},{"id":"https://openalex.org/G2507855583","display_name":null,"funder_award_id":"202004","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G280700968","display_name":null,"funder_award_id":"62161011","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3085993365","display_name":null,"funder_award_id":"(Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3744313044","display_name":null,"funder_award_id":"Social","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G37568934","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7726157001","display_name":null,"funder_award_id":"Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7806167833","display_name":null,"funder_award_id":"62361027","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8619517745","display_name":null,"funder_award_id":"62161011","funder_id":"https://openalex.org/F4320326696","funder_display_name":"Jiangxi Provincial Department of Science and Technology"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321106","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934"},{"id":"https://openalex.org/F4320326696","display_name":"Jiangxi Provincial Department of Science and Technology","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406011504.pdf","grobid_xml":"https://content.openalex.org/works/W4406011504.grobid-xml"},"referenced_works_count":77,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2045227075","https://openalex.org/W2072130234","https://openalex.org/W2097117768","https://openalex.org/W2119399382","https://openalex.org/W2129098176","https://openalex.org/W2145305441","https://openalex.org/W2149640982","https://openalex.org/W2150769593","https://openalex.org/W2153351686","https://openalex.org/W2163344010","https://openalex.org/W2488605601","https://openalex.org/W2565639579","https://openalex.org/W2755856537","https://openalex.org/W2782364420","https://openalex.org/W2798122215","https://openalex.org/W2884436604","https://openalex.org/W2884561390","https://openalex.org/W2898910301","https://openalex.org/W2921406441","https://openalex.org/W2945729873","https://openalex.org/W2950477723","https://openalex.org/W2969793937","https://openalex.org/W2978255468","https://openalex.org/W2979865275","https://openalex.org/W2999580839","https://openalex.org/W3010373058","https://openalex.org/W3013766724","https://openalex.org/W3014641072","https://openalex.org/W3015788359","https://openalex.org/W3025177399","https://openalex.org/W3036827192","https://openalex.org/W3089633940","https://openalex.org/W3091119025","https://openalex.org/W3094059395","https://openalex.org/W3096627121","https://openalex.org/W3101507774","https://openalex.org/W3122151326","https://openalex.org/W3122868258","https://openalex.org/W3126191153","https://openalex.org/W3127751679","https://openalex.org/W3157651210","https://openalex.org/W3161081823","https://openalex.org/W3167876016","https://openalex.org/W3169847394","https://openalex.org/W3170914694","https://openalex.org/W3173529310","https://openalex.org/W3197957534","https://openalex.org/W3204614423","https://openalex.org/W3208919116","https://openalex.org/W4200243852","https://openalex.org/W4200617893","https://openalex.org/W4210371746","https://openalex.org/W4212824114","https://openalex.org/W4213089887","https://openalex.org/W4280637152","https://openalex.org/W4282943011","https://openalex.org/W4285098962","https://openalex.org/W4285195099","https://openalex.org/W4289779066","https://openalex.org/W4309786529","https://openalex.org/W4309915773","https://openalex.org/W4310381304","https://openalex.org/W4312820606","https://openalex.org/W4319216049","https://openalex.org/W4321349508","https://openalex.org/W4327744039","https://openalex.org/W4366483395","https://openalex.org/W4366984811","https://openalex.org/W4378717498","https://openalex.org/W4384700919","https://openalex.org/W4386544112","https://openalex.org/W4387046580","https://openalex.org/W4387211579","https://openalex.org/W4387307565","https://openalex.org/W4390873988","https://openalex.org/W4392948601"],"related_works":["https://openalex.org/W4387265590","https://openalex.org/W1995904975","https://openalex.org/W3032712071","https://openalex.org/W4389019322","https://openalex.org/W2034516402","https://openalex.org/W2736674626","https://openalex.org/W3040090327","https://openalex.org/W2973875853","https://openalex.org/W2756647615","https://openalex.org/W3112772842"],"abstract_inverted_index":{"Retinal":[0],"image":[1],"segmentation":[2],"is":[3,53,70,83,101],"crucial":[4],"for":[5],"the":[6,61,105,117],"early":[7],"diagnosis":[8],"of":[9,32,119,136],"some":[10],"diseases":[11],"like":[12],"diabetes":[13],"and":[14,26,42],"hypertension.":[15],"Current":[16],"methods":[17],"face":[18],"many":[19],"challenges,":[20],"such":[21],"as":[22],"inadequate":[23],"multi-scale":[24,39,49,57,66,75,88,137],"semantics":[25,40,58,76,80,138],"insufficient":[27],"global":[28,79,87],"information.":[29],"In":[30],"view":[31],"this,":[33],"we":[34],"propose":[35],"a":[36,48,64,78],"network":[37],"called":[38],"mining":[41,139],"tiny":[43,106],"details":[44],"enhancement":[45,81,95],"(MSM-TDE).":[46],"First,":[47],"feature":[50],"input":[51],"module":[52,69,82],"designed":[54],"to":[55,72,85,103],"capture":[56],"information":[59],"from":[60],"source.":[62],"Then":[63],"fresh":[65],"attention":[67],"guidance":[68],"constructed":[71],"mine":[73],"local":[74],"while":[77],"proposed":[84],"extract":[86],"semantics.":[89],"Additionally,":[90],"an":[91,133],"auxiliary":[92],"vessel":[93,107],"detail":[94],"branch":[96],"using":[97],"dynamic":[98],"snake":[99],"convolution":[100],"built":[102],"enhance":[104],"details.":[108],"Extensive":[109],"experimental":[110],"results":[111],"on":[112],"four":[113],"public":[114],"datasets":[115],"validate":[116],"superiority":[118],"MSM-TDE,":[120],"which":[121],"obtains":[122],"competitive":[123],"performance":[124],"with":[125],"satisfactory":[126],"model":[127],"complexity.":[128],"Notably,":[129],"this":[130],"study":[131],"provides":[132],"innovative":[134],"idea":[135],"by":[140],"diverse":[141],"methods.":[142]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}