{"id":"https://openalex.org/W4388505138","doi":"https://doi.org/10.1109/tmi.2023.3331488","title":"Prediction of Myopia Eye Axial Elongation With Orthokeratology Treatment via Dense I2I Based Corneal Topography Change Analysis","display_name":"Prediction of Myopia Eye Axial Elongation With Orthokeratology Treatment via Dense I2I Based Corneal Topography Change Analysis","publication_year":2023,"publication_date":"2023-11-08","ids":{"openalex":"https://openalex.org/W4388505138","doi":"https://doi.org/10.1109/tmi.2023.3331488","pmid":"https://pubmed.ncbi.nlm.nih.gov/37938945"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2023.3331488","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2023.3331488","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Medical Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067474105","display_name":"Dingyi Rong","orcid":"https://orcid.org/0000-0002-6623-4390"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Dingyi Rong","raw_affiliation_strings":["Department of Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-6623-4390","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101669873","display_name":"Zhongyin Zhao","orcid":"https://orcid.org/0009-0000-5917-1136"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongyin Zhao","raw_affiliation_strings":["Department of Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101567642","display_name":"Yue Wu","orcid":"https://orcid.org/0000-0002-0396-7714"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210135742","display_name":"Shanghai First People's Hospital","ror":"https://ror.org/04a46mh28","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210135742"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Wu","raw_affiliation_strings":["Department of Ophthalmology, Shanghai General Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Ophthalmology, Shanghai General Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4210135742"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039362314","display_name":"Bilian Ke","orcid":"https://orcid.org/0000-0002-4290-4089"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210135742","display_name":"Shanghai First People's Hospital","ror":"https://ror.org/04a46mh28","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210135742"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bilian Ke","raw_affiliation_strings":["Department of Ophthalmology, Shanghai General Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China","Department of Ophthalmology, Ren Ji Hospital, School of Medicine, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Ophthalmology, Shanghai General Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4210135742"]},{"raw_affiliation_string":"Department of Ophthalmology, Ren Ji Hospital, School of Medicine, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4210135742"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113042797","display_name":"Binging Ni","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Binging Ni","raw_affiliation_strings":["Department of Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-7339-028X","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5067474105"],"corresponding_institution_ids":["https://openalex.org/I183067930"],"apc_list":null,"apc_paid":null,"fwci":2.4559,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.89589493,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"43","issue":"3","first_page":"1149","last_page":"1164"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10563","display_name":"Corneal surgery and disorders","score":0.9983999729156494,"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/T10563","display_name":"Corneal surgery and disorders","score":0.9983999729156494,"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/T10381","display_name":"Ophthalmology and Visual Impairment Studies","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T10997","display_name":"Ocular Surface and Contact Lens","score":0.9850999712944031,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/orthokeratology","display_name":"Orthokeratology","score":0.8257237672805786},{"id":"https://openalex.org/keywords/cornea","display_name":"Cornea","score":0.5945008993148804},{"id":"https://openalex.org/keywords/corneal-topography","display_name":"Corneal topography","score":0.4893207252025604},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.47314536571502686},{"id":"https://openalex.org/keywords/lens","display_name":"Lens (geology)","score":0.4632861018180847},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4388946294784546},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.39655324816703796},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.36938637495040894},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34973227977752686},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.3441510796546936},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.2528148889541626},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.18400821089744568}],"concepts":[{"id":"https://openalex.org/C2779333404","wikidata":"https://www.wikidata.org/wiki/Q1571081","display_name":"Orthokeratology","level":3,"score":0.8257237672805786},{"id":"https://openalex.org/C2776882836","wikidata":"https://www.wikidata.org/wiki/Q168291","display_name":"Cornea","level":2,"score":0.5945008993148804},{"id":"https://openalex.org/C2781053140","wikidata":"https://www.wikidata.org/wiki/Q3501232","display_name":"Corneal topography","level":3,"score":0.4893207252025604},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.47314536571502686},{"id":"https://openalex.org/C15336307","wikidata":"https://www.wikidata.org/wiki/Q1766051","display_name":"Lens (geology)","level":2,"score":0.4632861018180847},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4388946294784546},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.39655324816703796},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.36938637495040894},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34973227977752686},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.3441510796546936},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.2528148889541626},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.18400821089744568},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D003315","descriptor_name":"Cornea","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D003315","descriptor_name":"Cornea","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D003315","descriptor_name":"Cornea","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D003315","descriptor_name":"Cornea","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009216","descriptor_name":"Myopia","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D009216","descriptor_name":"Myopia","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D009216","descriptor_name":"Myopia","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D009216","descriptor_name":"Myopia","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D009216","descriptor_name":"Myopia","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D009216","descriptor_name":"Myopia","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D009216","descriptor_name":"Myopia","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D009216","descriptor_name":"Myopia","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D012029","descriptor_name":"Refraction, Ocular","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012029","descriptor_name":"Refraction, Ocular","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012029","descriptor_name":"Refraction, Ocular","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012029","descriptor_name":"Refraction, Ocular","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019781","descriptor_name":"Corneal Topography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019781","descriptor_name":"Corneal Topography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019781","descriptor_name":"Corneal Topography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019781","descriptor_name":"Corneal Topography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D054158","descriptor_name":"Orthokeratologic Procedures","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D054158","descriptor_name":"Orthokeratologic Procedures","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D054158","descriptor_name":"Orthokeratologic Procedures","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D054158","descriptor_name":"Orthokeratologic Procedures","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/tmi.2023.3331488","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2023.3331488","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Medical Imaging","raw_type":"journal-article"},{"id":"pmid:37938945","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37938945","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on medical imaging","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6800000071525574,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G15881722","display_name":null,"funder_award_id":"YG2021ZD18","funder_id":"https://openalex.org/F4320322999","funder_display_name":"Shanghai Jiao Tong University"},{"id":"https://openalex.org/G5413068676","display_name":null,"funder_award_id":"82070992","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322999","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":71,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2007846238","https://openalex.org/W2017179869","https://openalex.org/W2038880794","https://openalex.org/W2042740878","https://openalex.org/W2050325324","https://openalex.org/W2102636708","https://openalex.org/W2109659857","https://openalex.org/W2162741876","https://openalex.org/W2276130365","https://openalex.org/W2295598076","https://openalex.org/W2320452632","https://openalex.org/W2535701694","https://openalex.org/W2607394097","https://openalex.org/W2802597987","https://openalex.org/W2805657784","https://openalex.org/W2888436377","https://openalex.org/W2898910301","https://openalex.org/W2913435041","https://openalex.org/W2921279450","https://openalex.org/W2923524561","https://openalex.org/W2943196448","https://openalex.org/W2964015468","https://openalex.org/W2974784700","https://openalex.org/W2975733080","https://openalex.org/W2996290406","https://openalex.org/W3015788359","https://openalex.org/W3028454950","https://openalex.org/W3043595849","https://openalex.org/W3087215734","https://openalex.org/W3093835736","https://openalex.org/W3123080876","https://openalex.org/W3127751679","https://openalex.org/W3131319122","https://openalex.org/W3136811059","https://openalex.org/W3138516171","https://openalex.org/W3171808319","https://openalex.org/W3185114947","https://openalex.org/W3194288710","https://openalex.org/W3202624106","https://openalex.org/W3202888401","https://openalex.org/W3203382879","https://openalex.org/W3203971980","https://openalex.org/W3207918547","https://openalex.org/W3212024209","https://openalex.org/W3212334384","https://openalex.org/W3212933375","https://openalex.org/W3214230004","https://openalex.org/W4200038478","https://openalex.org/W4212915354","https://openalex.org/W4220686172","https://openalex.org/W4224308001","https://openalex.org/W4225140039","https://openalex.org/W4225672218","https://openalex.org/W4229019765","https://openalex.org/W4283661888","https://openalex.org/W4288488810","https://openalex.org/W4310595042","https://openalex.org/W4312812783","https://openalex.org/W4312938066","https://openalex.org/W4327808545","https://openalex.org/W4390345094","https://openalex.org/W4390873054","https://openalex.org/W6631190155","https://openalex.org/W6782639110","https://openalex.org/W6796761347","https://openalex.org/W6800374665","https://openalex.org/W6802154998","https://openalex.org/W6804662885","https://openalex.org/W6843255946","https://openalex.org/W7011695531"],"related_works":["https://openalex.org/W2974205235","https://openalex.org/W2760940156","https://openalex.org/W3173162069","https://openalex.org/W3030295199","https://openalex.org/W4376868672","https://openalex.org/W2350777708","https://openalex.org/W2999850005","https://openalex.org/W3032774948","https://openalex.org/W4224308001","https://openalex.org/W3023995342"],"abstract_inverted_index":{"While":[0],"orthokeratology":[1],"(OK)":[2],"has":[3],"shown":[4],"effective":[5],"to":[6,21,78,128,141],"slow":[7],"the":[8,25,32,42,91,108,163,182,205,221,224,228,273],"progression":[9],"of":[10,27,34,46,120,137,144,165,185,207,212,215],"myopia,":[11],"it":[12],"remains":[13],"unknown":[14],"how":[15],"spatially":[16,124],"distributed":[17],"structural":[18],"stress/tension":[19,139],"applying":[20],"different":[22,142],"regions":[23,143],"affects":[24],"change":[26,76,97,164,235],"corneal":[28,74,166,186,193,233],"geometry,":[29,82],"and":[30,88,117,155,192,223,272],"consecutive":[31],"outcome":[33],"myopia":[35,216],"control,":[36],"at":[37,283],"fine-grained":[38],"detail.":[39],"Acknowledging":[40],"that":[41,180,227,261],"underlying":[43],"working":[44],"mechanism":[45],"OK":[47,99,121,269],"lens":[48,122],"is":[49,197,258,281],"essentially":[50],"mechanics":[51,63],"induced":[52,188],"refractive":[53],"parameter":[54,200],"reshaping,":[55],"in":[56,102,204,220,255],"this":[57,158],"study,":[58],"we":[59,174],"develop":[60],"a":[61,103,130,177,237,245],"novel":[62],"rule":[64],"guided":[65],"deep":[66],"image-to-image":[67],"learning":[68,172],"framework,":[69],"which":[70,196],"densely":[71],"predicts":[72,90,232],"patient's":[73],"topography":[75,167,234],"according":[77],"treatment":[79,270],"parameters":[80,119,271],"(lens":[81],"wearing":[83,118],"time,":[84],"physiological":[85],"parameters,":[86],"etc.),":[87],"consecutively":[89],"influence":[92],"on":[93],"eye":[94],"axial":[95,250],"length":[96],"after":[98],"treatment.":[100],"Encapsulated":[101],"U-shaped":[104],"multi-resolution":[105],"map-to-map":[106],"architecture,":[107],"proposed":[109,229],"model":[110,230],"features":[111],"two":[112],"major":[113],"components.":[114],"First,":[115],"geometric":[116],"are":[123,152,218],"encoded":[125],"with":[126,236],"convolutions":[127],"form":[129],"multi-channel":[131],"input":[132],"volume/tensor":[133],"for":[134,161,249],"latent":[135,149],"encodings":[136],"external":[138,148],"applied":[140],"cornea.":[145],"Second,":[146],"these":[147],"force":[150],"maps":[151],"progressively":[153],"down-sampled":[154],"injected":[156],"into":[157,199],"multi-scale":[159],"architecture":[160],"predicting":[162],"map.":[168],"At":[169],"each":[170],"feature":[171],"layer,":[173],"formally":[175],"derive":[176],"mathematic":[178],"framework":[179],"simulates":[181],"physical":[183],"process":[184],"deformation":[187],"by":[189],"lens-to-cornea":[190],"interaction":[191],"internal":[194],"tension,":[195],"reformulated":[198],"learnable":[201],"cross-attention/self-attention":[202],"modules":[203],"context":[206],"transformer":[208],"architecture.":[209],"A":[210],"total":[211],"1854":[213],"eyes":[214],"patients":[217],"included":[219],"study":[222],"results":[225],"show":[226],"precisely":[231],"high":[238],"PSNR":[239],"as":[240,242,244],"28.45dB,":[241],"well":[243],"significant":[246],"accuracy":[247],"gain":[248],"elongation":[251],"prediction":[252],"(i.e.,":[253],"0.0276":[254],"MSE).":[256],"It":[257],"also":[259],"demonstrated":[260],"our":[262],"method":[263],"provides":[264],"interpretable":[265],"associations":[266],"between":[267],"various":[268],"final":[274],"control":[275],"effect.":[276],"Our":[277],"project":[278],"code":[279],"package":[280],"available":[282],"https://github.com/Rongdingyi/PhyIntNet.":[284]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-26T08:31:28.666265","created_date":"2025-10-10T00:00:00"}
