{"id":"https://openalex.org/W4225002680","doi":"https://doi.org/10.1109/isbi52829.2022.9761462","title":"Towards Patient Specific Reconstruction Using Perception-Aware CNN and Planning CT as Prior","display_name":"Towards Patient Specific Reconstruction Using Perception-Aware CNN and Planning CT as Prior","publication_year":2022,"publication_date":"2022-03-28","ids":{"openalex":"https://openalex.org/W4225002680","doi":"https://doi.org/10.1109/isbi52829.2022.9761462"},"language":"en","primary_location":{"id":"doi:10.1109/isbi52829.2022.9761462","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi52829.2022.9761462","pdf_url":null,"source":{"id":"https://openalex.org/S4363605129","display_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","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/A5041024295","display_name":"Suhita Ghosh","orcid":"https://orcid.org/0000-0002-5553-585X"},"institutions":[{"id":"https://openalex.org/I4210138551","display_name":"University Hospital Magdeburg","ror":"https://ror.org/03m04df46","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210138551"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Suhita Ghosh","raw_affiliation_strings":["University of Magdeburg,Faculty of Computer Science,Germany","Faculty of Computer Science, University of Magdeburg, Germany","Research Campus STIMULATE, University of Magdeburg, Germany"],"affiliations":[{"raw_affiliation_string":"University of Magdeburg,Faculty of Computer Science,Germany","institution_ids":["https://openalex.org/I4210138551"]},{"raw_affiliation_string":"Faculty of Computer Science, University of Magdeburg, Germany","institution_ids":["https://openalex.org/I4210138551"]},{"raw_affiliation_string":"Research Campus STIMULATE, University of Magdeburg, Germany","institution_ids":["https://openalex.org/I4210138551"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078487714","display_name":"Philipp Ernst","orcid":"https://orcid.org/0000-0002-6577-554X"},"institutions":[{"id":"https://openalex.org/I4210138551","display_name":"University Hospital Magdeburg","ror":"https://ror.org/03m04df46","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210138551"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Philipp Ernst","raw_affiliation_strings":["University of Magdeburg,Faculty of Computer Science,Germany","Faculty of Computer Science, University of Magdeburg, Germany","Research Campus STIMULATE, University of Magdeburg, Germany"],"affiliations":[{"raw_affiliation_string":"University of Magdeburg,Faculty of Computer Science,Germany","institution_ids":["https://openalex.org/I4210138551"]},{"raw_affiliation_string":"Faculty of Computer Science, University of Magdeburg, Germany","institution_ids":["https://openalex.org/I4210138551"]},{"raw_affiliation_string":"Research Campus STIMULATE, University of Magdeburg, Germany","institution_ids":["https://openalex.org/I4210138551"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022172450","display_name":"Georg Rose","orcid":"https://orcid.org/0000-0002-2215-150X"},"institutions":[{"id":"https://openalex.org/I4210138551","display_name":"University Hospital Magdeburg","ror":"https://ror.org/03m04df46","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210138551"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Georg Rose","raw_affiliation_strings":["University of Magdeburg,Research Campus STIMULATE,Germany","Institute for Medical Engineering, University of Magdeburg, Germany","Research Campus STIMULATE, University of Magdeburg, Germany"],"affiliations":[{"raw_affiliation_string":"University of Magdeburg,Research Campus STIMULATE,Germany","institution_ids":["https://openalex.org/I4210138551"]},{"raw_affiliation_string":"Institute for Medical Engineering, University of Magdeburg, Germany","institution_ids":["https://openalex.org/I4210138551"]},{"raw_affiliation_string":"Research Campus STIMULATE, University of Magdeburg, Germany","institution_ids":["https://openalex.org/I4210138551"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075663234","display_name":"Andreas N\u00fcrnberger","orcid":"https://orcid.org/0000-0003-4311-0624"},"institutions":[{"id":"https://openalex.org/I4210138551","display_name":"University Hospital Magdeburg","ror":"https://ror.org/03m04df46","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210138551"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andreas Nurnberger","raw_affiliation_strings":["University of Magdeburg,Faculty of Computer Science,Germany","Faculty of Computer Science, University of Magdeburg, Germany"],"affiliations":[{"raw_affiliation_string":"University of Magdeburg,Faculty of Computer Science,Germany","institution_ids":["https://openalex.org/I4210138551"]},{"raw_affiliation_string":"Faculty of Computer Science, University of Magdeburg, Germany","institution_ids":["https://openalex.org/I4210138551"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034558147","display_name":"Sebastian Stober","orcid":"https://orcid.org/0000-0002-1717-4133"},"institutions":[{"id":"https://openalex.org/I4210138551","display_name":"University Hospital Magdeburg","ror":"https://ror.org/03m04df46","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210138551"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sebastian Stober","raw_affiliation_strings":["University of Magdeburg,Faculty of Computer Science,Germany","Faculty of Computer Science, University of Magdeburg, Germany"],"affiliations":[{"raw_affiliation_string":"University of Magdeburg,Faculty of Computer Science,Germany","institution_ids":["https://openalex.org/I4210138551"]},{"raw_affiliation_string":"Faculty of Computer Science, University of Magdeburg, Germany","institution_ids":["https://openalex.org/I4210138551"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5041024295"],"corresponding_institution_ids":["https://openalex.org/I4210138551"],"apc_list":null,"apc_paid":null,"fwci":0.448,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.55994612,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9998999834060669,"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/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9998999834060669,"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/T12386","display_name":"Advanced X-ray and CT Imaging","score":0.9998000264167786,"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"}},{"id":"https://openalex.org/T10358","display_name":"Advanced Radiotherapy Techniques","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/3108","display_name":"Radiation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6320561766624451},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6206788420677185},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.5553909540176392},{"id":"https://openalex.org/keywords/iterative-reconstruction","display_name":"Iterative reconstruction","score":0.5529860258102417},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.48515138030052185},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4389965832233429},{"id":"https://openalex.org/keywords/cone-beam-computed-tomography","display_name":"Cone beam computed tomography","score":0.42862993478775024},{"id":"https://openalex.org/keywords/computed-tomography","display_name":"Computed tomography","score":0.35076403617858887},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.26548266410827637},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.24767225980758667},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17964383959770203}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6320561766624451},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6206788420677185},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.5553909540176392},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.5529860258102417},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.48515138030052185},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4389965832233429},{"id":"https://openalex.org/C2779813781","wikidata":"https://www.wikidata.org/wiki/Q1224951","display_name":"Cone beam computed tomography","level":3,"score":0.42862993478775024},{"id":"https://openalex.org/C544519230","wikidata":"https://www.wikidata.org/wiki/Q32566","display_name":"Computed tomography","level":2,"score":0.35076403617858887},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.26548266410827637},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.24767225980758667},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17964383959770203},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi52829.2022.9761462","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi52829.2022.9761462","pdf_url":null,"source":{"id":"https://openalex.org/S4363605129","display_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5199999809265137,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W148389605","https://openalex.org/W1115336871","https://openalex.org/W1523493493","https://openalex.org/W1580389772","https://openalex.org/W1973207880","https://openalex.org/W1991407041","https://openalex.org/W1993426255","https://openalex.org/W2060712246","https://openalex.org/W2133665775","https://openalex.org/W2157812230","https://openalex.org/W2552808051","https://openalex.org/W2603901191","https://openalex.org/W2751669091","https://openalex.org/W2898099302","https://openalex.org/W2899314786","https://openalex.org/W2918549271","https://openalex.org/W2955988229","https://openalex.org/W2982067315","https://openalex.org/W2999409265","https://openalex.org/W3103372211","https://openalex.org/W3110719949","https://openalex.org/W3165625257","https://openalex.org/W3192333750","https://openalex.org/W6605941897","https://openalex.org/W6631319189","https://openalex.org/W6636823979","https://openalex.org/W6729455701"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W2102148524","https://openalex.org/W3107520729","https://openalex.org/W2611989081","https://openalex.org/W2188736150","https://openalex.org/W2314720829","https://openalex.org/W2606458993","https://openalex.org/W2731899572","https://openalex.org/W4293073787","https://openalex.org/W3012138430"],"abstract_inverted_index":{"The":[0,169,197],"C-arm":[1],"Cone-Beam":[2],"Computed":[3],"Tomography":[4],"(CBCT)":[5],"increasingly":[6],"plays":[7],"a":[8,44,115,145],"major":[9],"role":[10],"in":[11,26,67],"interventions":[12],"and":[13,20,82,97,175,185],"radiotherapy.":[14],"However,":[15,54],"the":[16,27,32,56,74,80,84,102,107,121,126,131,139,149,153,157,163,172,182,186,202],"slow":[17],"data":[18],"acquisition":[19],"high":[21],"dose":[22],"hinder":[23],"its":[24],"predominance":[25],"clinical":[28],"routine.":[29],"To":[30],"overcome":[31],"high-dose":[33],"issue,":[34],"various":[35],"protocols":[36,65],"such":[37,64],"as":[38],"sparse-view":[39],"have":[40],"been":[41],"proposed,":[42],"where":[43],"subset":[45],"of":[46,76,106,130],"projections":[47],"is":[48],"acquired":[49,94],"over":[50],"increased":[51],"angular":[52],"steps.":[53],"applying":[55],"standard":[57],"reconstruction":[58,187,203],"algorithms":[59],"to":[60,134,155,162,194,207],"datasets":[61],"obtained":[62],"from":[63,191],"results":[66],"volumes":[68],"with":[69,125,177],"severe":[70],"streaking":[71],"artifacts.":[72],"Further,":[73],"presence":[75],"surgical":[77,140,158],"instruments":[78],"worsens":[79],"quality":[81,188,204],"make":[83],"reconstructions":[85,137],"clinically":[86],"useless.":[87],"High-quality":[88],"pre-operative":[89],"CT":[90,123,174],"scans":[91],"are":[92],"usually":[93],"for":[95,148],"diagnosis":[96],"intervention":[98],"planning,":[99],"which":[100,151],"contain":[101],"required":[103],"high-resolution":[104],"details":[105],"body":[108],"part.":[109],"In":[110],"this":[111],"work,":[112],"we":[113],"propose":[114,144],"deep":[116],"learning-based":[117],"method":[118],"that":[119],"incorporates":[120],"planning":[122,173],"along":[124],"sparse-sampled":[127],"interventional":[128],"CBCT":[129],"same":[132],"subject":[133],"produce":[135],"high-quality":[136],"containing":[138],"instrument.":[141],"We":[142],"also":[143],"perception-aware":[146,198],"loss":[147,180,199],"task,":[150],"facilitates":[152],"model":[154,170],"capture":[156],"instrument":[159],"precisely,":[160],"compared":[161],"pixelwise":[164,178],"mean":[165],"squared":[166],"error":[167],"(MSE).":[168],"using":[171],"trained":[176],"MSE":[179],"improves":[181,201],"soft-tissue":[183],"contrast":[184],"(mean":[189],"PSNR)":[190],"27.46":[192],"dB":[193],"32.89":[195],"dB.":[196,209],"further":[200],"statistically":[205],"significantly":[206],"36.14":[208]},"counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
