{"id":"https://openalex.org/W4220740683","doi":"https://doi.org/10.1117/12.2611905","title":"CT-based volumetric strain imaging via a deep learning registration framework","display_name":"CT-based volumetric strain imaging via a deep learning registration framework","publication_year":2022,"publication_date":"2022-03-18","ids":{"openalex":"https://openalex.org/W4220740683","doi":"https://doi.org/10.1117/12.2611905"},"language":"en","primary_location":{"id":"doi:10.1117/12.2611905","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2611905","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2022: Biomedical Applications in Molecular, Structural, and Functional Imaging","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5103918405","display_name":"Yabo Fu","orcid":"https://orcid.org/0000-0001-7301-1980"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yabo Fu","raw_affiliation_strings":["Emory Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Emory Univ. (United States)","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011903902","display_name":"Yang Lei","orcid":"https://orcid.org/0000-0002-3572-0345"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yang Lei","raw_affiliation_strings":["Emory Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Emory Univ. (United States)","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049656223","display_name":"Tonghe Wang","orcid":"https://orcid.org/0000-0001-9021-1204"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tonghe Wang","raw_affiliation_strings":["Emory Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Emory Univ. (United States)","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108367355","display_name":"Justin Roper","orcid":null},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Justin Roper","raw_affiliation_strings":["Emory Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Emory Univ. (United States)","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039150049","display_name":"Marian Axente","orcid":"https://orcid.org/0000-0002-3572-1137"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marian Axente","raw_affiliation_strings":["Emory Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Emory Univ. (United States)","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002507883","display_name":"Jeffrey D. Bradley","orcid":"https://orcid.org/0000-0003-3047-3151"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey D. Bradley","raw_affiliation_strings":["Emory Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Emory Univ. (United States)","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100365653","display_name":"Tian Liu","orcid":"https://orcid.org/0000-0002-5810-4318"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tian Liu","raw_affiliation_strings":["Emory Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Emory Univ. (United States)","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080256711","display_name":"Kristin Higgins","orcid":"https://orcid.org/0000-0003-1496-9878"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kristin Higgins","raw_affiliation_strings":["Emory Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Emory Univ. (United States)","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100619090","display_name":"Xiaofeng Yang","orcid":"https://orcid.org/0000-0001-9023-5855"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaofeng Yang","raw_affiliation_strings":["Emory Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Emory Univ. (United States)","institution_ids":["https://openalex.org/I150468666"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5103918405"],"corresponding_institution_ids":["https://openalex.org/I150468666"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.03368996,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"75","last_page":"75"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory 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/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory 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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9988999962806702,"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/T10522","display_name":"Medical Imaging Techniques and Applications","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/contouring","display_name":"Contouring","score":0.7334861755371094},{"id":"https://openalex.org/keywords/image-registration","display_name":"Image registration","score":0.6865256428718567},{"id":"https://openalex.org/keywords/lung-cancer","display_name":"Lung cancer","score":0.6221165657043457},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5635982155799866},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.525027334690094},{"id":"https://openalex.org/keywords/nuclear-medicine","display_name":"Nuclear medicine","score":0.49628692865371704},{"id":"https://openalex.org/keywords/radiation-therapy","display_name":"Radiation therapy","score":0.45609748363494873},{"id":"https://openalex.org/keywords/lung","display_name":"Lung","score":0.4481840431690216},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3416683077812195},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.304972380399704},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.10388946533203125},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.08352425694465637}],"concepts":[{"id":"https://openalex.org/C2779104521","wikidata":"https://www.wikidata.org/wiki/Q23058469","display_name":"Contouring","level":2,"score":0.7334861755371094},{"id":"https://openalex.org/C166704113","wikidata":"https://www.wikidata.org/wiki/Q861092","display_name":"Image registration","level":3,"score":0.6865256428718567},{"id":"https://openalex.org/C2776256026","wikidata":"https://www.wikidata.org/wiki/Q47912","display_name":"Lung cancer","level":2,"score":0.6221165657043457},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5635982155799866},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.525027334690094},{"id":"https://openalex.org/C2989005","wikidata":"https://www.wikidata.org/wiki/Q214963","display_name":"Nuclear medicine","level":1,"score":0.49628692865371704},{"id":"https://openalex.org/C509974204","wikidata":"https://www.wikidata.org/wiki/Q180507","display_name":"Radiation therapy","level":2,"score":0.45609748363494873},{"id":"https://openalex.org/C2777714996","wikidata":"https://www.wikidata.org/wiki/Q7886","display_name":"Lung","level":2,"score":0.4481840431690216},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3416683077812195},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.304972380399704},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.10388946533203125},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.08352425694465637},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1117/12.2611905","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2611905","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2022: Biomedical Applications in Molecular, Structural, and Functional Imaging","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.800000011920929,"display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W603908379","https://openalex.org/W2035619816","https://openalex.org/W2150703185","https://openalex.org/W2596929573","https://openalex.org/W2600242143","https://openalex.org/W2901257866","https://openalex.org/W3007763359","https://openalex.org/W3007998278","https://openalex.org/W3013056581","https://openalex.org/W4231428599","https://openalex.org/W4242463106","https://openalex.org/W4251855335","https://openalex.org/W6618372016","https://openalex.org/W6734961947","https://openalex.org/W6774323879"],"related_works":["https://openalex.org/W2028761375","https://openalex.org/W2915337797","https://openalex.org/W2360204191","https://openalex.org/W2968335000","https://openalex.org/W2044363672","https://openalex.org/W2073091389","https://openalex.org/W2045558343","https://openalex.org/W4315646535","https://openalex.org/W1968493577","https://openalex.org/W2092852603"],"abstract_inverted_index":{"In":[0,112],"radiation":[1],"therapy,":[2],"regional":[3,60,109,202,268,282],"lung":[4,17,61,105,110,127,160,203,215,269,283,287,290],"function":[5,62,204,216,284],"assessment":[6],"can":[7,100],"help":[8],"physicians":[9],"make":[10],"decision":[11],"to":[12,33,78,103,125,144,165,180,184,196,223,237,278],"spare":[13],"healthy":[14],"and":[15,37,68,87,107,148,155,235,286],"functional":[16],"tissues":[18],"while":[19],"maintaining":[20],"target":[21,43],"coverage.":[22],"Fluorodeoxyglucose":[23],"(F-18":[24],"FDG)":[25],"PET/CT":[26,48,158],"is":[27,72,259],"usually":[28],"acquired":[29,74],"once":[30],"before":[31],"treatment":[32],"evaluate":[34,108,166],"nodal":[35],"involvement":[36],"enhance":[38],"the":[39,51,80,93,131,146,167,170,182,198,208,218,238,243,262,276],"tumor":[40,53,81,239,291],"region":[41,240],"for":[42,83,201,252],"definition.":[44],"The":[45,173,191,256,272],"F-18":[46,156],"FDG":[47,157],"could":[49],"highlight":[50],"FDG-avid":[52],"regions,":[54,234],"however,":[55],"it":[56],"does":[57],"not":[58],"provide":[59],"information,":[63],"such":[64],"as":[65],"ventilation,":[66],"perfusion,":[67],"tissue":[69,233,288],"elasticity.":[70],"4DCT":[71,90,140,154],"routinely":[73],"in":[75,214,267,281],"CT":[76,244],"simulation":[77],"assess":[79,207],"motion":[82,85,106],"respiratory":[84,95],"management":[86],"ITV":[88],"contouring.":[89],"which":[91],"bins":[92],"whole":[94],"cycle":[96],"into":[97],"ten":[98],"phases":[99],"be":[101,279],"used":[102,143,195,222,280],"model":[104],"function.":[111],"this":[113],"study,":[114],"we":[115],"proposed":[116,171,174,273],"a":[117,186],"deep":[118],"learning":[119],"(DL)":[120],"based":[121],"image":[122],"registration":[123,176],"method":[124,274],"derive":[126],"volumetric":[128,199,211,229,265],"strain":[129,200,212,219,266],"from":[130,159],"deformation":[132],"vector":[133],"field":[134],"(DVF).":[135],"A":[136],"total":[137],"of":[138,169,188,210,264],"20":[139],"datasets":[141,151],"were":[142,163],"train":[145],"network":[147,177],"another":[149],"5":[150,253],"including":[152],"both":[153],"cancer":[161],"patients":[162],"collected":[164],"performance":[168],"method.":[172],"DL-based":[175],"was":[178,194,221,250],"trained":[179],"predict":[181],"DVF":[183,193],"register":[185],"pair":[187],"3DCT":[189],"images.":[190,245],"resultant":[192],"calculate":[197],"evaluation.":[205,271],"To":[206],"accuracy":[209,263],"map":[213,220],"evaluation,":[217],"contour":[224],"regions":[225],"with":[226],"low":[227],"absolute":[228],"strain,":[230],"indicating":[231,261],"stiff":[232],"compared":[236],"segmented":[241],"on":[242],"Dice":[246],"similarity":[247],"coefficient":[248],"(DSC)":[249],"reported":[251],"testing":[254],"patients.":[255],"average":[257],"DSC":[258],"0.65\u00b10.07,":[260],"stiffness":[270],"has":[275],"potential":[277],"evaluation":[285],"stiffness-based":[289],"staging.":[292]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
