{"id":"https://openalex.org/W4401752281","doi":"https://doi.org/10.1109/isbi56570.2024.10635786","title":"Unsupervised Physics-Inspired Deep Learning Network with Application to Dental Computed Tomography Image Restoration","display_name":"Unsupervised Physics-Inspired Deep Learning Network with Application to Dental Computed Tomography Image Restoration","publication_year":2024,"publication_date":"2024-05-27","ids":{"openalex":"https://openalex.org/W4401752281","doi":"https://doi.org/10.1109/isbi56570.2024.10635786"},"language":"en","primary_location":{"id":"doi:10.1109/isbi56570.2024.10635786","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi56570.2024.10635786","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 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/A5041733895","display_name":"Sayantan Dutta","orcid":"https://orcid.org/0000-0002-8187-4193"},"institutions":[{"id":"https://openalex.org/I4387153466","display_name":"Weill Cornell Medicine","ror":"https://ror.org/02r109517","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]},{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Sayantan Dutta","raw_affiliation_strings":["Weill Cornell Medicine,Department of Radiology,New York,NY,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Weill Cornell Medicine,Department of Radiology,New York,NY,USA","institution_ids":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062432514","display_name":"Bertrand Georgeot","orcid":"https://orcid.org/0000-0002-5886-9118"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I134560555","display_name":"Universit\u00e9 Toulouse III - Paul Sabatier","ror":"https://ror.org/02v6kpv12","country_code":"FR","type":"education","lineage":["https://openalex.org/I134560555","https://openalex.org/I4405258862"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Bertrand Georgeot","raw_affiliation_strings":["Université de Toulouse, CNRS, UPS,Laboratoire de Physique Théorique,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Université de Toulouse, CNRS, UPS,Laboratoire de Physique Théorique,France","institution_ids":["https://openalex.org/I134560555","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001065730","display_name":"J\u00e9r\u00f4me Michetti","orcid":"https://orcid.org/0000-0001-5862-4295"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210119061","display_name":"Institut de Recherche en Informatique de Toulouse","ror":"https://ror.org/01rx4qw44","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I205747304","https://openalex.org/I205747304","https://openalex.org/I4210119061","https://openalex.org/I4387153255","https://openalex.org/I4405258862","https://openalex.org/I4405258862"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"J\u00e9r\u00f4me Michetti","raw_affiliation_strings":["Université de Toulouse,Institut de Recherche en Informatique de Toulouse, UMR CNRS 5505,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Université de Toulouse,Institut de Recherche en Informatique de Toulouse, UMR CNRS 5505,France","institution_ids":["https://openalex.org/I4210119061","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039493086","display_name":"Adrian Basarab","orcid":"https://orcid.org/0000-0002-5642-7244"},"institutions":[{"id":"https://openalex.org/I48430043","display_name":"Institut National des Sciences Appliqu\u00e9es de Lyon","ror":"https://ror.org/050jn9y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I203339264","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I4210138704","display_name":"Centre de Recherche en Acquisition et Traitement de l'Image pour la Sant\u00e9","ror":"https://ror.org/03smk3872","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210095849","https://openalex.org/I4210100596","https://openalex.org/I4210105738","https://openalex.org/I4210138704","https://openalex.org/I4210159245","https://openalex.org/I4405259976","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I100532134","display_name":"Universit\u00e9 Claude Bernard Lyon 1","ror":"https://ror.org/029brtt94","country_code":"FR","type":"education","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Adrian Basarab","raw_affiliation_strings":["Université de Lyon, INSA-Lyon,UCBL, CNRS, Inserm, CREATIS UMR 5220,Villeurbanne,France,U1206"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Université de Lyon, INSA-Lyon,UCBL, CNRS, Inserm, CREATIS UMR 5220,Villeurbanne,France,U1206","institution_ids":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I4210138704","https://openalex.org/I154526488","https://openalex.org/I48430043"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036242071","display_name":"Denis Kouam\u00e9","orcid":"https://orcid.org/0000-0002-2143-759X"},"institutions":[{"id":"https://openalex.org/I4210119061","display_name":"Institut de Recherche en Informatique de Toulouse","ror":"https://ror.org/01rx4qw44","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I205747304","https://openalex.org/I205747304","https://openalex.org/I4210119061","https://openalex.org/I4387153255","https://openalex.org/I4405258862","https://openalex.org/I4405258862"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Denis Kouam\u00e9","raw_affiliation_strings":["Université de Toulouse,Institut de Recherche en Informatique de Toulouse, UMR CNRS 5505,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Université de Toulouse,Institut de Recherche en Informatique de Toulouse, UMR CNRS 5505,France","institution_ids":["https://openalex.org/I4210119061","https://openalex.org/I1294671590"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5041733895"],"corresponding_institution_ids":["https://openalex.org/I205783295","https://openalex.org/I4387153466"],"apc_list":null,"apc_paid":null,"fwci":0.3462,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.54859534,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"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/T12386","display_name":"Advanced X-ray and CT Imaging","score":0.9926999807357788,"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"}},"topics":[{"id":"https://openalex.org/T12386","display_name":"Advanced X-ray and CT Imaging","score":0.9926999807357788,"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/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.986299991607666,"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/T11363","display_name":"Dental Radiography and Imaging","score":0.9811999797821045,"subfield":{"id":"https://openalex.org/subfields/3504","display_name":"Oral Surgery"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computed-tomography","display_name":"Computed tomography","score":0.6668670177459717},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5931301712989807},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5367317199707031},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.49143683910369873},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49064770340919495},{"id":"https://openalex.org/keywords/unsupervised-learning","display_name":"Unsupervised learning","score":0.4813328683376312},{"id":"https://openalex.org/keywords/iterative-reconstruction","display_name":"Iterative reconstruction","score":0.45352160930633545},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.4528267979621887},{"id":"https://openalex.org/keywords/medical-physics","display_name":"Medical physics","score":0.4053126573562622},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.40136879682540894},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.26338881254196167},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.23078396916389465},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.17244726419448853},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.09147870540618896}],"concepts":[{"id":"https://openalex.org/C544519230","wikidata":"https://www.wikidata.org/wiki/Q32566","display_name":"Computed tomography","level":2,"score":0.6668670177459717},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5931301712989807},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5367317199707031},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.49143683910369873},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49064770340919495},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.4813328683376312},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.45352160930633545},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.4528267979621887},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.4053126573562622},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.40136879682540894},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.26338881254196167},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.23078396916389465},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.17244726419448853},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.09147870540618896}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/isbi56570.2024.10635786","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi56570.2024.10635786","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04988049v1","is_oa":false,"landing_page_url":"https://hal.science/hal-04988049","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://ieeexplore.ieee.org/xpl/conhome/10635099/proceeding","raw_type":"Conference papers"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","score":0.4099999964237213,"display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1976314696","https://openalex.org/W2044810215","https://openalex.org/W2056370875","https://openalex.org/W2106480268","https://openalex.org/W2379948024","https://openalex.org/W2508457857","https://openalex.org/W2525266511","https://openalex.org/W2764207251","https://openalex.org/W2766341514","https://openalex.org/W2792166771","https://openalex.org/W2795975698","https://openalex.org/W2803044806","https://openalex.org/W2884547966","https://openalex.org/W3101313813","https://openalex.org/W3108923139","https://openalex.org/W3116742574","https://openalex.org/W3139204528","https://openalex.org/W3173485944","https://openalex.org/W3175719791","https://openalex.org/W3195091732","https://openalex.org/W4221159760","https://openalex.org/W4225877092","https://openalex.org/W4287831415","https://openalex.org/W4308233971","https://openalex.org/W4381624589","https://openalex.org/W4399562320","https://openalex.org/W4401749102"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W2611989081","https://openalex.org/W4230611425","https://openalex.org/W2731899572","https://openalex.org/W2357322570","https://openalex.org/W90581812","https://openalex.org/W4294635752","https://openalex.org/W4304166257","https://openalex.org/W4220926404","https://openalex.org/W3123344745"],"abstract_inverted_index":{"Medical":[0],"image":[1,22,35,119,129],"restoration,":[2],"in":[3,26,59],"particular":[4],"X-ray":[5,18],"computed":[6,117],"tomography,":[7],"remains,":[8],"to":[9,38,76],"date,":[10],"an":[11,101],"open":[12],"challenge.":[13],"A":[14],"trade-off":[15],"between":[16],"the":[17,21,46,123,133,137],"doses":[19],"and":[20,69,90,127],"resolution":[23],"is":[24],"necessary":[25],"medical":[27],"routine.":[28],"Thus,":[29],"many":[30],"investigations":[31],"focused":[32],"on":[33,87,95,115],"dedicated":[34],"processing":[36],"techniques":[37],"allow":[39],"high-resolution":[40],"imaging":[41],"at":[42],"low":[43],"doses.":[44],"While":[45],"initial":[47,124],"methods":[48,131],"were":[49],"model-based,":[50],"currently,":[51],"deep":[52],"learning":[53],"architecture-based":[54],"approaches":[55,64,85],"provide":[56],"state-of-the-art":[57,128],"results":[58],"this":[60],"domain.":[61],"Recently,":[62],"physics-aware":[63],"combining":[65],"quantum":[66,106],"mechanics":[67],"principles":[68],"convolutional":[70,108],"neural":[71,109],"networks":[72],"have":[73,91],"been":[74,92],"proposed":[75,138],"tackle":[77],"challenging":[78],"inverse":[79],"problems,":[80],"with":[81,111,122],"promising":[82,134],"results.":[83],"These":[84],"rely":[86],"supervised":[88,125],"architectures":[89],"only":[93],"tested":[94],"photographic":[96],"images.":[97],"This":[98],"paper":[99],"proposes":[100],"unsupervised":[102,139],"version":[103],"of":[104,136],"a":[105,112],"mechanics-based":[107],"network":[110,126],"special":[113],"focus":[114],"dental":[116],"tomography":[118],"restoration.":[120],"Comparisons":[121],"restoration":[130],"confirm":[132],"performance":[135],"technique.":[140]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}