{"id":"https://openalex.org/W2979652280","doi":"https://doi.org/10.1109/embc.2019.8857798","title":"Model-free Cardiorespiratory Motion Prediction from X-ray Angiography Sequence with LSTM Network","display_name":"Model-free Cardiorespiratory Motion Prediction from X-ray Angiography Sequence with LSTM Network","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2979652280","doi":"https://doi.org/10.1109/embc.2019.8857798","mag":"2979652280","pmid":"https://pubmed.ncbi.nlm.nih.gov/31947453"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2019.8857798","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2019.8857798","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-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/A5047145458","display_name":"Fariba Azizmohammadi","orcid":"https://orcid.org/0000-0003-2014-4477"},"institutions":[{"id":"https://openalex.org/I9736820","display_name":"\u00c9cole de Technologie Sup\u00e9rieure","ror":"https://ror.org/0020snb74","country_code":"CA","type":"education","lineage":["https://openalex.org/I49663120","https://openalex.org/I9736820"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Fariba Azizmohammadi","raw_affiliation_strings":["\u00c9cole de technologie sup\u00e9rieure \u00c9TS, Montreal, QC"],"affiliations":[{"raw_affiliation_string":"\u00c9cole de technologie sup\u00e9rieure \u00c9TS, Montreal, QC","institution_ids":["https://openalex.org/I9736820"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022801239","display_name":"R\u00e9mi Martin","orcid":"https://orcid.org/0000-0002-3557-1765"},"institutions":[{"id":"https://openalex.org/I9736820","display_name":"\u00c9cole de Technologie Sup\u00e9rieure","ror":"https://ror.org/0020snb74","country_code":"CA","type":"education","lineage":["https://openalex.org/I49663120","https://openalex.org/I9736820"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Remi Martin","raw_affiliation_strings":["\u00c9cole de technologie sup\u00e9rieure \u00c9TS, Montreal, QC"],"affiliations":[{"raw_affiliation_string":"\u00c9cole de technologie sup\u00e9rieure \u00c9TS, Montreal, QC","institution_ids":["https://openalex.org/I9736820"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111591159","display_name":"Joaquim Mir\u00f3","orcid":null},"institutions":[{"id":"https://openalex.org/I2802351361","display_name":"Centre Hospitalier Universitaire Sainte-Justine","ror":"https://ror.org/01gv74p78","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2802351361"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Joaquim Miro","raw_affiliation_strings":["Department of Pediatrics, CHU Sainte-Justine, Montreal, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Pediatrics, CHU Sainte-Justine, Montreal, Canada","institution_ids":["https://openalex.org/I2802351361"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065402185","display_name":"Luc Duong","orcid":"https://orcid.org/0000-0003-3118-5389"},"institutions":[{"id":"https://openalex.org/I9736820","display_name":"\u00c9cole de Technologie Sup\u00e9rieure","ror":"https://ror.org/0020snb74","country_code":"CA","type":"education","lineage":["https://openalex.org/I49663120","https://openalex.org/I9736820"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Luc Duong","raw_affiliation_strings":["\u00c9cole de technologie sup\u00e9rieure \u00c9TS, Montreal, QC"],"affiliations":[{"raw_affiliation_string":"\u00c9cole de technologie sup\u00e9rieure \u00c9TS, Montreal, QC","institution_ids":["https://openalex.org/I9736820"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5047145458"],"corresponding_institution_ids":["https://openalex.org/I9736820"],"apc_list":null,"apc_paid":null,"fwci":0.8013,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.75798931,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"5","issue":null,"first_page":"7014","last_page":"7018"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10924","display_name":"Cardiovascular Health and Disease Prevention","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/T10924","display_name":"Cardiovascular Health and Disease Prevention","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9991000294685364,"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/T10372","display_name":"Cardiac Imaging and Diagnostics","score":0.9986000061035156,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.6283559799194336},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5926163792610168},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5819342732429504},{"id":"https://openalex.org/keywords/displacement","display_name":"Displacement (psychology)","score":0.5594954490661621},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.552055835723877},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.5281127691268921},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.5177949666976929},{"id":"https://openalex.org/keywords/cardiorespiratory-fitness","display_name":"Cardiorespiratory fitness","score":0.5037094950675964},{"id":"https://openalex.org/keywords/affine-transformation","display_name":"Affine transformation","score":0.45558011531829834},{"id":"https://openalex.org/keywords/motion-estimation","display_name":"Motion estimation","score":0.4470337927341461},{"id":"https://openalex.org/keywords/motion","display_name":"Motion (physics)","score":0.43255066871643066},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.42704665660858154},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4258512258529663},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4115293025970459},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2650880515575409},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.10117590427398682},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.08923488855361938}],"concepts":[{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.6283559799194336},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5926163792610168},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5819342732429504},{"id":"https://openalex.org/C107551265","wikidata":"https://www.wikidata.org/wiki/Q1458245","display_name":"Displacement (psychology)","level":2,"score":0.5594954490661621},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.552055835723877},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.5281127691268921},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.5177949666976929},{"id":"https://openalex.org/C117437137","wikidata":"https://www.wikidata.org/wiki/Q5038720","display_name":"Cardiorespiratory fitness","level":2,"score":0.5037094950675964},{"id":"https://openalex.org/C92757383","wikidata":"https://www.wikidata.org/wiki/Q382497","display_name":"Affine transformation","level":2,"score":0.45558011531829834},{"id":"https://openalex.org/C10161872","wikidata":"https://www.wikidata.org/wiki/Q557891","display_name":"Motion estimation","level":2,"score":0.4470337927341461},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.43255066871643066},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.42704665660858154},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4258512258529663},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4115293025970459},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2650880515575409},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.10117590427398682},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.08923488855361938},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","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/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D000792","descriptor_name":"Angiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000792","descriptor_name":"Angiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000792","descriptor_name":"Angiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","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":"D009038","descriptor_name":"Motion","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009038","descriptor_name":"Motion","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009038","descriptor_name":"Motion","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014965","descriptor_name":"X-Rays","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014965","descriptor_name":"X-Rays","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014965","descriptor_name":"X-Rays","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":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1109/embc.2019.8857798","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2019.8857798","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:31947453","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31947453","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null},{"id":"pmh:oai:espace2.etsmtl.ca:19870","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402392","display_name":"Espace \u00c9TS (ETS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1341030882","host_organization_name":"Educational Testing Service","host_organization_lineage":["https://openalex.org/I1341030882"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Compte rendu de conf\u00e9rence"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1976038086","https://openalex.org/W1976660465","https://openalex.org/W1983281817","https://openalex.org/W2009316899","https://openalex.org/W2028662175","https://openalex.org/W2031512758","https://openalex.org/W2032841984","https://openalex.org/W2046824363","https://openalex.org/W2056798183","https://openalex.org/W2061755753","https://openalex.org/W2065667902","https://openalex.org/W2084775820","https://openalex.org/W2089527559","https://openalex.org/W2094880919","https://openalex.org/W2109462047","https://openalex.org/W2112129912","https://openalex.org/W2129534965","https://openalex.org/W2134236847","https://openalex.org/W2140500402","https://openalex.org/W2143454701","https://openalex.org/W2146414540","https://openalex.org/W2170794470","https://openalex.org/W2188654427","https://openalex.org/W4285719527","https://openalex.org/W6679367408","https://openalex.org/W6687287518"],"related_works":["https://openalex.org/W3138498819","https://openalex.org/W4255613405","https://openalex.org/W2087375270","https://openalex.org/W2997806027","https://openalex.org/W2005024251","https://openalex.org/W2594483831","https://openalex.org/W3015875969","https://openalex.org/W4247729959","https://openalex.org/W2945603795","https://openalex.org/W2981486165"],"abstract_inverted_index":{"We":[0],"present":[1],"a":[2,30,59,71,78,91,119],"novel":[3],"model-free":[4],"approach":[5],"for":[6,101,162,173,182],"cardiorespiratory":[7,121],"motion":[8,25,122,138,175],"prediction":[9,26,149],"from":[10,77],"X-ray":[11,48,68],"angiography":[12,49,141],"time":[13,107],"series":[14],"based":[15],"on":[16],"Long":[17],"Short-Term":[18],"Memory":[19],"Recurrent":[20,95],"Neural":[21,96],"Networks":[22],"(LSTM-RNN).":[23],"Cardiorespiratory":[24],"is":[27,56,90],"defined":[28],"as":[29,58],"problem":[31],"of":[32,37,53,61,80,94,148,165],"estimating":[33],"the":[34,38,42,54,136,140,153,163],"future":[35],"displacement":[36,52,75],"coronary":[39],"vessels":[40,55],"in":[41,46,70,139],"next":[43],"image":[44],"frame":[45],"an":[47,86],"sequence.":[50,72],"The":[51,73,109,125,145],"represented":[57],"sequence":[60,79],"2D":[62,67],"affine":[63],"transformation":[64,81],"matrices":[65,82],"allowing":[66],"registrations":[69],"new":[74],"parameters":[76],"are":[83,155],"predicted":[84],"using":[85,118],"LSTM":[87,89],"model.":[88],"particular":[92],"form":[93],"Network":[97],"(RNN)":[98],"architecture":[99],"suitable":[100],"learning":[102],"sequential":[103],"data":[104,117],"and":[105,113,133,176],"predicting":[106],"series.":[108],"method":[110,130],"was":[111],"developed":[112],"validated":[114],"by":[115],"simulated":[116],"realistic":[120],"simulator":[123],"(XCAT).":[124],"results":[126],"show":[127],"that":[128],"this":[129],"converges":[131],"quickly":[132],"can":[134],"predict":[135],"complex":[137],"sequences":[142],"with":[143],"irregularities.":[144],"mean":[146],"values":[147],"error":[150],"over":[151],"all":[152],"patients":[154],"approximately":[156],"0.29":[157],"mm":[158,169,178],"(2":[159],"pixels)":[160,171,180],"difference":[161,172,181],"combination":[164],"both":[166],"motions,":[167],"0.51":[168],"(3.5":[170],"cardiac":[174],"0.44":[177],"(3":[179],"respiratory":[183],"motion.":[184]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":4},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
