{"id":"https://openalex.org/W4388855416","doi":"https://doi.org/10.1109/ipta59101.2023.10320071","title":"A deep-learning based algorithm for image reconstruction in Compton tomography","display_name":"A deep-learning based algorithm for image reconstruction in Compton tomography","publication_year":2023,"publication_date":"2023-10-16","ids":{"openalex":"https://openalex.org/W4388855416","doi":"https://doi.org/10.1109/ipta59101.2023.10320071"},"language":"en","primary_location":{"id":"doi:10.1109/ipta59101.2023.10320071","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ipta59101.2023.10320071","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Twelfth International Conference on Image Processing Theory, Tools and Applications (IPTA)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5058561202","display_name":"Ishak Ayad","orcid":"https://orcid.org/0000-0001-6658-422X"},"institutions":[{"id":"https://openalex.org/I4210142324","display_name":"CY Cergy Paris Universit\u00e9","ror":"https://ror.org/043htjv09","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210142324"]},{"id":"https://openalex.org/I4210146074","display_name":"Analyse, G\u00e9om\u00e9trie et Mod\u00e9lisation","ror":"https://ror.org/03qgt2624","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210141950","https://openalex.org/I4210142324","https://openalex.org/I4210146074"]},{"id":"https://openalex.org/I4210148552","display_name":"Equipes Traitement de l'Information et Syst\u00e8mes","ror":"https://ror.org/0592ata02","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210142324","https://openalex.org/I4210148552","https://openalex.org/I4210159245","https://openalex.org/I86175216"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Ishak Ayad","raw_affiliation_strings":["CY Cergy Paris Universit&#x00E9;,ETIS UMR 8051 and AGM UMR 8088,Cergy-Pontoise,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CY Cergy Paris Universit&#x00E9;,ETIS UMR 8051 and AGM UMR 8088,Cergy-Pontoise,France","institution_ids":["https://openalex.org/I4210142324","https://openalex.org/I4210146074","https://openalex.org/I4210148552"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005566925","display_name":"C\u00e9cilia Tarpau","orcid":null},"institutions":[{"id":"https://openalex.org/I32062511","display_name":"Heriot-Watt University","ror":"https://ror.org/04mghma93","country_code":"GB","type":"education","lineage":["https://openalex.org/I32062511"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"C\u00e9cilia Tarpau","raw_affiliation_strings":["Heriot-Watt University Edinburgh,School of Mathematical and Computer Sciences,United Kingdom","School of Mathematical and Computer Sciences, Heriot-Watt University Edinburgh, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Heriot-Watt University Edinburgh,School of Mathematical and Computer Sciences,United Kingdom","institution_ids":["https://openalex.org/I32062511"]},{"raw_affiliation_string":"School of Mathematical and Computer Sciences, Heriot-Watt University Edinburgh, United Kingdom","institution_ids":["https://openalex.org/I32062511"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009626862","display_name":"Javier Cebeiro","orcid":"https://orcid.org/0000-0003-2070-4016"},"institutions":[{"id":"https://openalex.org/I151201029","display_name":"Consejo Nacional de Investigaciones Cient\u00edficas y T\u00e9cnicas","ror":"https://ror.org/03cqe8w59","country_code":"AR","type":"government","lineage":["https://openalex.org/I151201029","https://openalex.org/I4210123736","https://openalex.org/I4387155568"]}],"countries":["AR"],"is_corresponding":false,"raw_author_name":"Javier Cebeiro","raw_affiliation_strings":["ECyT Centro de Matem&#x00E1;tica Aplicada (CEDEMA) Comisi&#x00F3;n de Investigaciones Cient&#x00ED;ficas,CIC, ITECA UNSAM-CONICET,Provincia de Buenos Aires,Argentina"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ECyT Centro de Matem&#x00E1;tica Aplicada (CEDEMA) Comisi&#x00F3;n de Investigaciones Cient&#x00ED;ficas,CIC, ITECA UNSAM-CONICET,Provincia de Buenos Aires,Argentina","institution_ids":["https://openalex.org/I151201029"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046783095","display_name":"Ma\u00ef K. Nguyen","orcid":"https://orcid.org/0000-0003-1192-0980"},"institutions":[{"id":"https://openalex.org/I4210142324","display_name":"CY Cergy Paris Universit\u00e9","ror":"https://ror.org/043htjv09","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210142324"]},{"id":"https://openalex.org/I4210148552","display_name":"Equipes Traitement de l'Information et Syst\u00e8mes","ror":"https://ror.org/0592ata02","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210142324","https://openalex.org/I4210148552","https://openalex.org/I4210159245","https://openalex.org/I86175216"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Mai K. Nguyen","raw_affiliation_strings":["CY Cergy Paris Universit&#x00E9;,ETIS UMR 8051,Cergy-Pontoise,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CY Cergy Paris Universit&#x00E9;,ETIS UMR 8051,Cergy-Pontoise,France","institution_ids":["https://openalex.org/I4210142324","https://openalex.org/I4210148552"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3868,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.69372499,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"abs/1811.04602","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10522","display_name":"Medical Imaging Techniques and Applications","score":1.0,"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":1.0,"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":0.9994999766349792,"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":0.9937999844551086,"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/iterative-reconstruction","display_name":"Iterative reconstruction","score":0.7631072998046875},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6667318344116211},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6542238593101501},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6461641788482666},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.619478702545166},{"id":"https://openalex.org/keywords/inverse-problem","display_name":"Inverse problem","score":0.6056423187255859},{"id":"https://openalex.org/keywords/compton-scattering","display_name":"Compton scattering","score":0.5841398239135742},{"id":"https://openalex.org/keywords/tomography","display_name":"Tomography","score":0.5383627414703369},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5002548694610596},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.49720481038093567},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.4787535071372986},{"id":"https://openalex.org/keywords/inverse","display_name":"Inverse","score":0.45538854598999023},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4435206353664398},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4151454269886017},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.2648555338382721},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1789247989654541},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.14311784505844116},{"id":"https://openalex.org/keywords/photon","display_name":"Photon","score":0.07546895742416382},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.05895760655403137}],"concepts":[{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.7631072998046875},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6667318344116211},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6542238593101501},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6461641788482666},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.619478702545166},{"id":"https://openalex.org/C135252773","wikidata":"https://www.wikidata.org/wiki/Q1567213","display_name":"Inverse problem","level":2,"score":0.6056423187255859},{"id":"https://openalex.org/C61203554","wikidata":"https://www.wikidata.org/wiki/Q171516","display_name":"Compton scattering","level":3,"score":0.5841398239135742},{"id":"https://openalex.org/C163716698","wikidata":"https://www.wikidata.org/wiki/Q841267","display_name":"Tomography","level":2,"score":0.5383627414703369},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5002548694610596},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.49720481038093567},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.4787535071372986},{"id":"https://openalex.org/C207467116","wikidata":"https://www.wikidata.org/wiki/Q4385666","display_name":"Inverse","level":2,"score":0.45538854598999023},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4435206353664398},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4151454269886017},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.2648555338382721},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1789247989654541},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.14311784505844116},{"id":"https://openalex.org/C159317903","wikidata":"https://www.wikidata.org/wiki/Q3198","display_name":"Photon","level":2,"score":0.07546895742416382},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.05895760655403137},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ipta59101.2023.10320071","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ipta59101.2023.10320071","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Twelfth International Conference on Image Processing Theory, Tools and Applications (IPTA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1976087607","https://openalex.org/W2042978562","https://openalex.org/W2074567512","https://openalex.org/W2083927153","https://openalex.org/W2611467245","https://openalex.org/W2738743584","https://openalex.org/W2793419304","https://openalex.org/W2803086176","https://openalex.org/W2954910209","https://openalex.org/W2963073614","https://openalex.org/W2976973555","https://openalex.org/W2995138985","https://openalex.org/W2997151107","https://openalex.org/W3000988152","https://openalex.org/W3022143182","https://openalex.org/W3033244943","https://openalex.org/W3037333647","https://openalex.org/W3101993568","https://openalex.org/W3103586216","https://openalex.org/W3157089313","https://openalex.org/W4205351944","https://openalex.org/W4241138783","https://openalex.org/W6631190155","https://openalex.org/W6773734985","https://openalex.org/W6789304425"],"related_works":["https://openalex.org/W2757389719","https://openalex.org/W2951714568","https://openalex.org/W1963814553","https://openalex.org/W2037595954","https://openalex.org/W1988158806","https://openalex.org/W2507293823","https://openalex.org/W2035870250","https://openalex.org/W2386146599","https://openalex.org/W2018015402","https://openalex.org/W2144778520"],"abstract_inverted_index":{"In":[0],"this":[1],"paper":[2],"we":[3,28,74],"study":[4],"the":[5,10,55,112],"applications":[6],"of":[7,12,42,114],"deep-learning":[8,22,115],"to":[9,57],"problem":[11],"image":[13,72,88,103],"reconstruction":[14,104,116,125],"in":[15,111,118],"Compton":[16,43,119],"scatter":[17,120],"tomography,":[18,121],"a":[19,31,76],"field":[20],"where":[21],"techniques":[23,117],"are":[24,127],"still":[25],"unexplored.":[26],"Particularly,":[27],"focus":[29],"on":[30],"new":[32],"design":[33],"with":[34,59],"uncollimated":[35],"detectors":[36],"that":[37,80,100],"simplifies":[38],"some":[39],"previous":[40],"configurations":[41],"scanners.":[44],"The":[45],"system":[46],"inherits":[47],"attractive":[48],"advantages":[49],"such":[50],"as":[51],"non-moving":[52],"components":[53],"and":[54,87,98],"ability":[56],"combine":[58],"other":[60],"imaging":[61],"modes.":[62],"Since":[63],"there":[64],"is":[65,105],"no":[66],"an":[67,82],"analytic":[68],"inverse":[69,124],"formula":[70],"for":[71],"reconstruction,":[73],"developed":[75],"GAN":[77],"based":[78],"algorithm":[79],"provides":[81],"efficient":[83],"mapping":[84],"between":[85],"data":[86],"domains.":[89],"We":[90],"compare":[91],"our":[92],"method":[93],"against":[94],"several":[95],"algorithmic":[96],"approaches":[97],"show":[99],"high":[101],"quality":[102],"feasible.":[106],"Results":[107],"encourage":[108],"further":[109],"research":[110],"application":[113],"particularly":[122],"when":[123],"formulas":[126],"unknown.":[128]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2025-10-10T00:00:00"}
