{"id":"https://openalex.org/W4400158275","doi":"https://doi.org/10.1142/s0129065724500564","title":"Precise Localization for Anatomo-Physiological Hallmarks of the Cervical Spine by Using Neural Memory Ordinary Differential Equation","display_name":"Precise Localization for Anatomo-Physiological Hallmarks of the Cervical Spine by Using Neural Memory Ordinary Differential Equation","publication_year":2024,"publication_date":"2024-06-29","ids":{"openalex":"https://openalex.org/W4400158275","doi":"https://doi.org/10.1142/s0129065724500564","pmid":"https://pubmed.ncbi.nlm.nih.gov/39049777"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065724500564","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1142/s0129065724500564","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"http://dx.doi.org/10.1142/s0129065724500564","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100575073","display_name":"Xi Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi Zheng","raw_affiliation_strings":["Machine Intelligence Laboratory, College of Computer Science, Sichuan University, No. 24 South Section 1, Yihuan Road, Chengdu 610065, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0000-7850-643X","affiliations":[{"raw_affiliation_string":"Machine Intelligence Laboratory, College of Computer Science, Sichuan University, No. 24 South Section 1, Yihuan Road, Chengdu 610065, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yi Yang","orcid":"https://orcid.org/0009-0009-1626-4530"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I4210089761","display_name":"West China Hospital of Sichuan University","ror":"https://ror.org/007mrxy13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210089761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Yang","raw_affiliation_strings":["Department of Orthopedics, Orthopedic Research Institute, West China Hospital, Sichuan University, No. 37 Guo Xue Road, Chengdu 610041, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0009-1626-4530","affiliations":[{"raw_affiliation_string":"Department of Orthopedics, Orthopedic Research Institute, West China Hospital, Sichuan University, No. 37 Guo Xue Road, Chengdu 610041, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I24185976","https://openalex.org/I4210089761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100597970","display_name":"Dehan Li","orcid":"https://orcid.org/0009-0001-8298-4888"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dehan Li","raw_affiliation_strings":["Machine Intelligence Laboratory, College of Computer Science, Sichuan University, No. 24 South Section 1, Yihuan Road, Chengdu 610065, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0001-8298-4888","affiliations":[{"raw_affiliation_string":"Machine Intelligence Laboratory, College of Computer Science, Sichuan University, No. 24 South Section 1, Yihuan Road, Chengdu 610065, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104202538","display_name":"Yi Deng","orcid":"https://orcid.org/0000-0001-8584-5624"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I4210089761","display_name":"West China Hospital of Sichuan University","ror":"https://ror.org/007mrxy13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210089761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Deng","raw_affiliation_strings":["Department of Orthopedics, Orthopedic Research Institute, West China Hospital, Sichuan University, No. 37 Guo Xue Road, Chengdu 610041, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0000-0001-8584-5624","affiliations":[{"raw_affiliation_string":"Department of Orthopedics, Orthopedic Research Institute, West China Hospital, Sichuan University, No. 37 Guo Xue Road, Chengdu 610041, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I24185976","https://openalex.org/I4210089761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101389433","display_name":"Yuexiong Xie","orcid":null},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuexiong Xie","raw_affiliation_strings":["Machine Intelligence Laboratory, College of Computer Science, Sichuan University, No. 24 South Section 1, Yihuan Road, Chengdu 610065, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0000-3282-2998","affiliations":[{"raw_affiliation_string":"Machine Intelligence Laboratory, College of Computer Science, Sichuan University, No. 24 South Section 1, Yihuan Road, Chengdu 610065, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100388188","display_name":"Yi Zhang","orcid":"https://orcid.org/0000-0002-5867-9322"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhang Yi","raw_affiliation_strings":["Machine Intelligence Laboratory, College of Computer Science, Sichuan University, No. 24 South Section 1, Yihuan Road, Chengdu 610065, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0000-0002-5867-9322","affiliations":[{"raw_affiliation_string":"Machine Intelligence Laboratory, College of Computer Science, Sichuan University, No. 24 South Section 1, Yihuan Road, Chengdu 610065, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105111737","display_name":"Lihao Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I4210089761","display_name":"West China Hospital of Sichuan University","ror":"https://ror.org/007mrxy13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210089761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Litai Ma","raw_affiliation_strings":["Department of Orthopedics, Orthopedic Research Institute, West China Hospital, Sichuan University, No. 37 Guo Xue Road, Chengdu 610041, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0007-8168-8108","affiliations":[{"raw_affiliation_string":"Department of Orthopedics, Orthopedic Research Institute, West China Hospital, Sichuan University, No. 37 Guo Xue Road, Chengdu 610041, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I24185976","https://openalex.org/I4210089761"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102372324","display_name":"Lei Xu","orcid":"https://orcid.org/0009-0001-5297-7046"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Xu","raw_affiliation_strings":["Machine Intelligence Laboratory, College of Computer Science, Sichuan University, No. 24 South Section 1, Yihuan Road, Chengdu 610065, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0001-5297-7046","affiliations":[{"raw_affiliation_string":"Machine Intelligence Laboratory, College of Computer Science, Sichuan University, No. 24 South Section 1, Yihuan Road, Chengdu 610065, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I24185976"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08328929,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"34","issue":"12","first_page":"2450056","last_page":"2450056"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/spine","display_name":"SPINE (molecular biology)","score":0.5176435112953186},{"id":"https://openalex.org/keywords/cervical-spine","display_name":"Cervical spine","score":0.5175966024398804},{"id":"https://openalex.org/keywords/ordinary-differential-equation","display_name":"Ordinary differential equation","score":0.502077579498291},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.47829824686050415},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.40636634826660156},{"id":"https://openalex.org/keywords/differential-equation","display_name":"Differential equation","score":0.3801533579826355},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.37689948081970215},{"id":"https://openalex.org/keywords/applied-mathematics","display_name":"Applied mathematics","score":0.3642195463180542},{"id":"https://openalex.org/keywords/biological-system","display_name":"Biological system","score":0.3540903329849243},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2957860231399536},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2939201891422272},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.27951282262802124},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.2581157684326172},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.25309839844703674},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.20812499523162842},{"id":"https://openalex.org/keywords/bioinformatics","display_name":"Bioinformatics","score":0.10273528099060059},{"id":"https://openalex.org/keywords/surgery","display_name":"Surgery","score":0.06996387243270874}],"concepts":[{"id":"https://openalex.org/C205383261","wikidata":"https://www.wikidata.org/wiki/Q7392570","display_name":"SPINE (molecular biology)","level":2,"score":0.5176435112953186},{"id":"https://openalex.org/C2985379065","wikidata":"https://www.wikidata.org/wiki/Q900457","display_name":"Cervical spine","level":2,"score":0.5175966024398804},{"id":"https://openalex.org/C51544822","wikidata":"https://www.wikidata.org/wiki/Q465274","display_name":"Ordinary differential equation","level":3,"score":0.502077579498291},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.47829824686050415},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.40636634826660156},{"id":"https://openalex.org/C78045399","wikidata":"https://www.wikidata.org/wiki/Q11214","display_name":"Differential equation","level":2,"score":0.3801533579826355},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.37689948081970215},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.3642195463180542},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.3540903329849243},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2957860231399536},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2939201891422272},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.27951282262802124},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.2581157684326172},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.25309839844703674},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.20812499523162842},{"id":"https://openalex.org/C60644358","wikidata":"https://www.wikidata.org/wiki/Q128570","display_name":"Bioinformatics","level":1,"score":0.10273528099060059},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.06996387243270874}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002574","descriptor_name":"Cervical Vertebrae","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D002574","descriptor_name":"Cervical Vertebrae","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D002574","descriptor_name":"Cervical Vertebrae","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D002574","descriptor_name":"Cervical Vertebrae","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D002574","descriptor_name":"Cervical Vertebrae","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D002574","descriptor_name":"Cervical Vertebrae","qualifier_ui":"Q000502","qualifier_name":"physiology","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":"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":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1142/s0129065724500564","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1142/s0129065724500564","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},{"id":"pmid:39049777","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39049777","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International journal of neural systems","raw_type":null}],"best_oa_location":{"id":"doi:10.1142/s0129065724500564","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1142/s0129065724500564","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W184565980","https://openalex.org/W1901129140","https://openalex.org/W2113325037","https://openalex.org/W2307770531","https://openalex.org/W2412782625","https://openalex.org/W2555803041","https://openalex.org/W2560023338","https://openalex.org/W2565639579","https://openalex.org/W2618530766","https://openalex.org/W2736832651","https://openalex.org/W2752782242","https://openalex.org/W2884585870","https://openalex.org/W2902388946","https://openalex.org/W2916798096","https://openalex.org/W2921440296","https://openalex.org/W2944341987","https://openalex.org/W2955058313","https://openalex.org/W2963402313","https://openalex.org/W2963881378","https://openalex.org/W2966126335","https://openalex.org/W2990138404","https://openalex.org/W3082062168","https://openalex.org/W3103298250","https://openalex.org/W3118794207","https://openalex.org/W3172013121","https://openalex.org/W3186561181","https://openalex.org/W4214513908","https://openalex.org/W4220697478","https://openalex.org/W4229890965","https://openalex.org/W4286579687","https://openalex.org/W4296041422","https://openalex.org/W4297364263","https://openalex.org/W4308339391","https://openalex.org/W4312632164","https://openalex.org/W4322745876","https://openalex.org/W4377290775","https://openalex.org/W4386422588","https://openalex.org/W4390666732","https://openalex.org/W4391107516","https://openalex.org/W4392148621"],"related_works":["https://openalex.org/W2410022838","https://openalex.org/W3208427330","https://openalex.org/W2435316050","https://openalex.org/W1753043919","https://openalex.org/W2495804033","https://openalex.org/W1973057625","https://openalex.org/W2010106613","https://openalex.org/W2434938779","https://openalex.org/W2463713007","https://openalex.org/W2043671984"],"abstract_inverted_index":{"In":[0],"the":[1,20,30,53,71,143,148,189,200,223],"evaluation":[2],"of":[3,9,32,70,158,167],"cervical":[4,57,99],"spine":[5,58,100],"disorders,":[6],"precise":[7],"positioning":[8],"anatomo-physiological":[10],"hallmarks":[11],"is":[12,230],"fundamental":[13],"for":[14,67,95,155],"calculating":[15],"diverse":[16],"measurement":[17],"metrics.":[18],"Despite":[19],"fact":[21],"that":[22,197],"deep":[23,88],"learning":[24,113],"has":[25],"achieved":[26],"impressive":[27],"results":[28,195],"in":[29,56,98,219],"field":[31],"keypoint":[33],"localization,":[34],"there":[35],"are":[36],"still":[37],"many":[38],"limitations":[39,49],"when":[40,50],"facing":[41],"medical":[42,174],"image.":[43],"First,":[44],"these":[45,83],"methods":[46],"often":[47],"encounter":[48],"faced":[51],"with":[52,109],"inherent":[54,127],"variability":[55],"datasets,":[59],"arising":[60],"from":[61],"imaging":[62],"factors.":[63],"Second,":[64],"predicting":[65,96],"keypoints":[66,97],"only":[68],"4%":[69],"entire":[72],"X-ray":[73,178],"image":[74],"surface":[75],"area":[76],"poses":[77],"a":[78,87,118,133,152,173,216],"significant":[79],"challenge.":[80],"To":[81],"tackle":[82],"issues,":[84],"we":[85,131],"propose":[86],"neural":[89,104],"network":[90],"architecture,":[91],"NF-DEKR,":[92],"specifically":[93],"tailored":[94],"physiological":[101],"anatomy.":[102],"Leveraging":[103],"memory":[105,112],"ordinary":[106],"differential":[107],"equation":[108],"its":[110],"distinctive":[111],"separation":[114],"and":[115,147,184,222],"convergence":[116],"to":[117,137,199,212],"singular":[119],"global":[120],"attractor":[121],"characteristic,":[122],"our":[123,204],"design":[124],"effectively":[125],"mitigates":[126],"data":[128],"variability.":[129],"Simultaneously,":[130],"introduce":[132],"Multi-Resolution":[134],"Focus":[135],"module":[136],"preprocess":[138],"feature":[139,156],"maps":[140,157],"before":[141],"entering":[142],"disentangled":[144],"regression":[145],"branch":[146],"heatmap":[149],"branch.":[150],"Employing":[151],"differentiated":[153],"strategy":[154],"varying":[159],"scales,":[160],"this":[161],"approach":[162],"yields":[163],"more":[164],"accurate":[165],"predictions":[166],"densely":[168],"localized":[169],"keypoints.":[170],"We":[171],"construct":[172],"dataset,":[175],"SCUSpineXray,":[176],"comprising":[177],"images":[179],"annotated":[180],"by":[181,210,215],"orthopedic":[182],"specialists":[183],"conduct":[185],"similar":[186],"experiments":[187],"on":[188],"publicly":[190],"available":[191],"UWSpineCT":[192],"dataset.":[193],"Experimental":[194],"demonstrate":[196],"compared":[198],"baseline":[201],"DEKR":[202],"network,":[203],"proposed":[205],"method":[206],"enhances":[207],"average":[208],"precision":[209],"2%":[211],"3%,":[213],"accompanied":[214],"marginal":[217],"increase":[218],"model":[220],"parameters":[221],"floating-point":[224],"operations":[225],"(FLOPs).":[226],"The":[227],"code":[228],"(https://github.com/Zhxyi/NF-DEKR)":[229],"available.":[231]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
