{"id":"https://openalex.org/W2167553516","doi":"https://doi.org/10.1109/tip.2008.2004638","title":"Learning the Dynamics and Time-Recursive Boundary Detection of Deformable Objects","display_name":"Learning the Dynamics and Time-Recursive Boundary Detection of Deformable Objects","publication_year":2008,"publication_date":"2008-10-14","ids":{"openalex":"https://openalex.org/W2167553516","doi":"https://doi.org/10.1109/tip.2008.2004638","mag":"2167553516","pmid":"https://pubmed.ncbi.nlm.nih.gov/18972658"},"language":"en","primary_location":{"id":"doi:10.1109/tip.2008.2004638","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2008.2004638","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Image Processing","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/A5102150592","display_name":"Walter Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]},{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]},{"id":"https://openalex.org/I4210143601","display_name":"Decision Systems (United States)","ror":"https://ror.org/0434dpa13","country_code":"US","type":"company","lineage":["https://openalex.org/I4210143601"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Walter Sun","raw_affiliation_strings":["Laboratory for Information and Decision Systems (LIDS), Massachusetts Institute of Technology (MIT), Cambridge, MA 02139, USA. waltsun@alum.mit.edu","Microsoft Corporation, Redmond, WA, USA"],"affiliations":[{"raw_affiliation_string":"Laboratory for Information and Decision Systems (LIDS), Massachusetts Institute of Technology (MIT), Cambridge, MA 02139, USA. waltsun@alum.mit.edu","institution_ids":["https://openalex.org/I4210143601","https://openalex.org/I63966007"]},{"raw_affiliation_string":"Microsoft Corporation, Redmond, WA, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017228370","display_name":"M\u00fcjdat \u00c7etin","orcid":"https://orcid.org/0000-0002-9824-1229"},"institutions":[{"id":"https://openalex.org/I134235054","display_name":"Sabanc\u0131 \u00dcniversitesi","ror":"https://ror.org/049asqa32","country_code":"TR","type":"education","lineage":["https://openalex.org/I134235054"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"M\u00dcjdat Cetin","raw_affiliation_strings":["Faculty of Engineering and Natural Science, Sabanci University, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Natural Science, Sabanci University, Istanbul, Turkey","institution_ids":["https://openalex.org/I134235054"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101434905","display_name":"Raymond C. Chan","orcid":"https://orcid.org/0000-0003-3397-2351"},"institutions":[{"id":"https://openalex.org/I4210157667","display_name":"IPS Research (United States)","ror":"https://ror.org/04q43a127","country_code":"US","type":"company","lineage":["https://openalex.org/I4210157667"]},{"id":"https://openalex.org/I4210131230","display_name":"Philips (United States)","ror":"https://ror.org/03kw6wr76","country_code":"US","type":"company","lineage":["https://openalex.org/I4210122849","https://openalex.org/I4210131230"]},{"id":"https://openalex.org/I1329325741","display_name":"Philips (Finland)","ror":"https://ror.org/01g4jev56","country_code":"FI","type":"company","lineage":["https://openalex.org/I1329325741","https://openalex.org/I4210122849"]}],"countries":["FI","US"],"is_corresponding":false,"raw_author_name":"Raymond Chan","raw_affiliation_strings":["Philips Healthcare Clinical Research, San Diego, CA, USA","[Philips Healthcare Clinical Research, San Diego, CA, USA]"],"affiliations":[{"raw_affiliation_string":"Philips Healthcare Clinical Research, San Diego, CA, USA","institution_ids":["https://openalex.org/I1329325741"]},{"raw_affiliation_string":"[Philips Healthcare Clinical Research, San Diego, CA, USA]","institution_ids":["https://openalex.org/I4210157667","https://openalex.org/I4210131230"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5107833743","display_name":"Alan S. Willsky","orcid":null},"institutions":[{"id":"https://openalex.org/I2948749339","display_name":"Mitsui Chemicals (Germany)","ror":"https://ror.org/04vb0yp97","country_code":"DE","type":"company","lineage":["https://openalex.org/I2948749339","https://openalex.org/I4210118089","https://openalex.org/I4210152248"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alan S. Willsky","raw_affiliation_strings":["LIDS, Mitsui Knowledge Industry Company Limited, Cambridge, MA, USA","[LIDS, Mitsui Knowledge Industry Company Limited, Cambridge, MA, USA]"],"affiliations":[{"raw_affiliation_string":"LIDS, Mitsui Knowledge Industry Company Limited, Cambridge, MA, USA","institution_ids":["https://openalex.org/I2948749339"]},{"raw_affiliation_string":"[LIDS, Mitsui Knowledge Industry Company Limited, Cambridge, MA, USA]","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5102150592"],"corresponding_institution_ids":["https://openalex.org/I1290206253","https://openalex.org/I4210143601","https://openalex.org/I63966007"],"apc_list":null,"apc_paid":null,"fwci":2.1297,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.89110949,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"17","issue":"11","first_page":"2186","last_page":"2200"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9830999970436096,"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"}},"topics":[{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9830999970436096,"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/T11801","display_name":"Reservoir Engineering and Simulation Methods","score":0.979200005531311,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9768000245094299,"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/segmentation","display_name":"Segmentation","score":0.7145698666572571},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.645753026008606},{"id":"https://openalex.org/keywords/smoothing","display_name":"Smoothing","score":0.617051899433136},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5642297863960266},{"id":"https://openalex.org/keywords/boundary","display_name":"Boundary (topology)","score":0.5437331199645996},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5422279834747314},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.509316086769104},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.49816465377807617},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.43960168957710266},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.35998421907424927},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.32801926136016846}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7145698666572571},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.645753026008606},{"id":"https://openalex.org/C3770464","wikidata":"https://www.wikidata.org/wiki/Q775963","display_name":"Smoothing","level":2,"score":0.617051899433136},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5642297863960266},{"id":"https://openalex.org/C62354387","wikidata":"https://www.wikidata.org/wiki/Q875399","display_name":"Boundary (topology)","level":2,"score":0.5437331199645996},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5422279834747314},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.509316086769104},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.49816465377807617},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.43960168957710266},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.35998421907424927},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.32801926136016846},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004548","descriptor_name":"Elasticity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004548","descriptor_name":"Elasticity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004548","descriptor_name":"Elasticity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006352","descriptor_name":"Heart Ventricles","qualifier_ui":"Q000033","qualifier_name":"anatomy & histology","is_major_topic":false},{"descriptor_ui":"D006352","descriptor_name":"Heart Ventricles","qualifier_ui":"Q000033","qualifier_name":"anatomy & histology","is_major_topic":false},{"descriptor_ui":"D006352","descriptor_name":"Heart Ventricles","qualifier_ui":"Q000033","qualifier_name":"anatomy & histology","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":"D007089","descriptor_name":"Image Enhancement","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007089","descriptor_name":"Image Enhancement","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007089","descriptor_name":"Image Enhancement","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","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":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.1109/tip.2008.2004638","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2008.2004638","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Image Processing","raw_type":"journal-article"},{"id":"pmid:18972658","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/18972658","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 image processing : a publication of the IEEE Signal Processing Society","raw_type":null},{"id":"pmh:oai:research.sabanciuniv.edu:10478","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402254","display_name":"Sabanci University","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I134235054","host_organization_name":"Sabanc\u0131 \u00dcniversitesi","host_organization_lineage":["https://openalex.org/I134235054"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.208.2458","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.208.2458","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://ssg.mit.edu/%7Ewillsky/publ_pdfs/192_pub_IEEE.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.316.4246","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.316.4246","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://research.sabanciuniv.edu/10478/2/sun_TIP08.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.4300000071525574,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320308349","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W56156065","https://openalex.org/W243879126","https://openalex.org/W1238092070","https://openalex.org/W1479960696","https://openalex.org/W1491425409","https://openalex.org/W1521738236","https://openalex.org/W1550061213","https://openalex.org/W1766667371","https://openalex.org/W1833158191","https://openalex.org/W1864693642","https://openalex.org/W1906911009","https://openalex.org/W1909487977","https://openalex.org/W1987869189","https://openalex.org/W1988103110","https://openalex.org/W1998808684","https://openalex.org/W2000754808","https://openalex.org/W2034997783","https://openalex.org/W2042204212","https://openalex.org/W2059577783","https://openalex.org/W2073371210","https://openalex.org/W2089643338","https://openalex.org/W2095181470","https://openalex.org/W2097222278","https://openalex.org/W2103379049","https://openalex.org/W2110297148","https://openalex.org/W2110553434","https://openalex.org/W2112607495","https://openalex.org/W2114856503","https://openalex.org/W2116040950","https://openalex.org/W2117590069","https://openalex.org/W2120599612","https://openalex.org/W2124446947","https://openalex.org/W2126736494","https://openalex.org/W2128252831","https://openalex.org/W2128945621","https://openalex.org/W2133092770","https://openalex.org/W2141218264","https://openalex.org/W2146512765","https://openalex.org/W2147427282","https://openalex.org/W2147484997","https://openalex.org/W2148395215","https://openalex.org/W2149270732","https://openalex.org/W2160337655","https://openalex.org/W2167947196","https://openalex.org/W2171191662","https://openalex.org/W2175160295","https://openalex.org/W2222255892","https://openalex.org/W2333995180","https://openalex.org/W4235499294","https://openalex.org/W4250143236","https://openalex.org/W4285719527","https://openalex.org/W4388323202","https://openalex.org/W6638527908","https://openalex.org/W6659445182"],"related_works":["https://openalex.org/W1978572805","https://openalex.org/W2383807498","https://openalex.org/W1997992934","https://openalex.org/W1987225439","https://openalex.org/W4238188170","https://openalex.org/W2125114371","https://openalex.org/W2019977573","https://openalex.org/W2149980199","https://openalex.org/W3125766170","https://openalex.org/W1522196789"],"abstract_inverted_index":{"We":[0,15],"propose":[1],"a":[2,11,27,33,53,69],"principled":[3],"framework":[4],"for":[5,35],"recursively":[6],"segmenting":[7,137],"deformable":[8,139],"objects":[9],"across":[10,26],"sequence":[12],"of":[13,19,43,61,72,93],"frames.":[14],"demonstrate":[16],"the":[17,37,58,62,73,76,89,96,107,132],"usefulness":[18],"this":[20,125],"method":[21,133],"on":[22,52,106,115,118,128],"left":[23,129],"ventricular":[24],"segmentation":[25,97],"cardiac":[28],"cycle.":[29],"The":[30,64],"approach":[31],"involves":[32,79],"technique":[34],"learning":[36],"system":[38,66],"dynamics":[39],"together":[40],"with":[41],"methods":[42],"particle-based":[44],"smoothing":[45],"as":[46,48,91],"well":[47],"nonparametric":[49],"belief":[50],"propagation":[51],"loopy":[54],"graphical":[55],"model":[56],"capturing":[57],"temporal":[59],"periodicity":[60],"heart.":[63],"dynamic":[65],"state":[67,85,94],"is":[68,102],"low-dimensional":[70],"representation":[71],"boundary,":[74],"and":[75,120],"boundary":[77,122],"estimation":[78],"incorporating":[80],"curve":[81],"evolution":[82],"into":[83],"recursive":[84],"estimation.":[86],"By":[87],"formulating":[88],"problem":[90],"one":[92],"estimation,":[95],"at":[98,110],"each":[99],"particular":[100],"time":[101],"based":[103,117],"not":[104],"only":[105],"data":[108],"observed":[109],"that":[111],"instant,":[112],"but":[113],"also":[114],"predictions":[116],"past":[119],"future":[121],"estimates.":[123],"Although":[124],"paper":[126],"focuses":[127],"ventricle":[130],"segmentation,":[131],"generalizes":[134],"to":[135],"temporally":[136],"any":[138],"object.":[140]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}