{"id":"https://openalex.org/W4384158738","doi":"https://doi.org/10.1109/i2mtc53148.2023.10175877","title":"Gradient-Guided Multi-Modal Image Reconstruction for Electrical Impedance Tomography","display_name":"Gradient-Guided Multi-Modal Image Reconstruction for Electrical Impedance Tomography","publication_year":2023,"publication_date":"2023-05-22","ids":{"openalex":"https://openalex.org/W4384158738","doi":"https://doi.org/10.1109/i2mtc53148.2023.10175877"},"language":"en","primary_location":{"id":"doi:10.1109/i2mtc53148.2023.10175877","is_oa":false,"landing_page_url":"https://doi.org/10.1109/i2mtc53148.2023.10175877","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)","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/A5043142471","display_name":"Zhe Liu","orcid":"https://orcid.org/0000-0003-4007-3290"},"institutions":[{"id":"https://openalex.org/I4210125550","display_name":"SMART Group (United Kingdom)","ror":"https://ror.org/02c8ytn85","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210125550"]},{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zhe Liu","raw_affiliation_strings":["School of Engineering, The University of Edinburgh,SMART Group,Edinburgh,UK","SMART Group, School of Engineering, The University of Edinburgh, Edinburgh, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering, The University of Edinburgh,SMART Group,Edinburgh,UK","institution_ids":["https://openalex.org/I98677209","https://openalex.org/I4210125550"]},{"raw_affiliation_string":"SMART Group, School of Engineering, The University of Edinburgh, Edinburgh, UK","institution_ids":["https://openalex.org/I98677209","https://openalex.org/I4210125550"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037941355","display_name":"Huazhi Dong","orcid":"https://orcid.org/0009-0006-8376-1594"},"institutions":[{"id":"https://openalex.org/I4210125550","display_name":"SMART Group (United Kingdom)","ror":"https://ror.org/02c8ytn85","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210125550"]},{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Huazhi Dong","raw_affiliation_strings":["School of Engineering, The University of Edinburgh,SMART Group,Edinburgh,UK","SMART Group, School of Engineering, The University of Edinburgh, Edinburgh, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering, The University of Edinburgh,SMART Group,Edinburgh,UK","institution_ids":["https://openalex.org/I98677209","https://openalex.org/I4210125550"]},{"raw_affiliation_string":"SMART Group, School of Engineering, The University of Edinburgh, Edinburgh, UK","institution_ids":["https://openalex.org/I98677209","https://openalex.org/I4210125550"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100689031","display_name":"Jiazheng Wang","orcid":"https://orcid.org/0000-0003-1182-442X"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiazheng Wang","raw_affiliation_strings":["School of Electronics and Information, Northwestern Polytechnical University,China","School of Electronics and Information, Northwestern Polytechnical University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University,China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052870284","display_name":"Zhou Chen","orcid":"https://orcid.org/0000-0002-3018-8169"},"institutions":[{"id":"https://openalex.org/I4210125550","display_name":"SMART Group (United Kingdom)","ror":"https://ror.org/02c8ytn85","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210125550"]},{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zhou Chen","raw_affiliation_strings":["School of Engineering, The University of Edinburgh,SMART Group,Edinburgh,UK","SMART Group, School of Engineering, The University of Edinburgh, Edinburgh, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering, The University of Edinburgh,SMART Group,Edinburgh,UK","institution_ids":["https://openalex.org/I98677209","https://openalex.org/I4210125550"]},{"raw_affiliation_string":"SMART Group, School of Engineering, The University of Edinburgh, Edinburgh, UK","institution_ids":["https://openalex.org/I98677209","https://openalex.org/I4210125550"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000288828","display_name":"Wei Zhou","orcid":"https://orcid.org/0000-0001-9715-6957"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Zhou","raw_affiliation_strings":["School of Electronics and Information, Northwestern Polytechnical University,China","School of Electronics and Information, Northwestern Polytechnical University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University,China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Electronics and Information, Northwestern Polytechnical University, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044092715","display_name":"Yunjie Yang","orcid":"https://orcid.org/0000-0002-5797-9753"},"institutions":[{"id":"https://openalex.org/I4210125550","display_name":"SMART Group (United Kingdom)","ror":"https://ror.org/02c8ytn85","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210125550"]},{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yunjie Yang","raw_affiliation_strings":["School of Engineering, The University of Edinburgh,SMART Group,Edinburgh,UK","SMART Group, School of Engineering, The University of Edinburgh, Edinburgh, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering, The University of Edinburgh,SMART Group,Edinburgh,UK","institution_ids":["https://openalex.org/I98677209","https://openalex.org/I4210125550"]},{"raw_affiliation_string":"SMART Group, School of Engineering, The University of Edinburgh, Edinburgh, UK","institution_ids":["https://openalex.org/I98677209","https://openalex.org/I4210125550"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1227,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.41933806,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11778","display_name":"Electrical and Bioimpedance Tomography","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11778","display_name":"Electrical and Bioimpedance Tomography","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11739","display_name":"Microwave Imaging and Scattering Analysis","score":0.9930999875068665,"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/T12169","display_name":"Non-Destructive Testing Techniques","score":0.9907000064849854,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/electrical-impedance-tomography","display_name":"Electrical impedance tomography","score":0.8821361064910889},{"id":"https://openalex.org/keywords/smoothing","display_name":"Smoothing","score":0.7470108270645142},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.6687592267990112},{"id":"https://openalex.org/keywords/iterative-reconstruction","display_name":"Iterative reconstruction","score":0.6548884510993958},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.6507098078727722},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.5828964114189148},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5429425835609436},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5100203156471252},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.49445080757141113},{"id":"https://openalex.org/keywords/laplace-operator","display_name":"Laplace operator","score":0.4621380865573883},{"id":"https://openalex.org/keywords/electrical-impedance","display_name":"Electrical impedance","score":0.4483441710472107},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.42433348298072815},{"id":"https://openalex.org/keywords/modal-analysis","display_name":"Modal analysis","score":0.41476112604141235},{"id":"https://openalex.org/keywords/tomography","display_name":"Tomography","score":0.41308748722076416},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3411991000175476},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21644306182861328},{"id":"https://openalex.org/keywords/finite-element-method","display_name":"Finite element method","score":0.19537243247032166},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16355004906654358},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.13443142175674438},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.12984958291053772},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.10235849022865295},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.06174364686012268}],"concepts":[{"id":"https://openalex.org/C155175808","wikidata":"https://www.wikidata.org/wiki/Q1326472","display_name":"Electrical impedance tomography","level":3,"score":0.8821361064910889},{"id":"https://openalex.org/C3770464","wikidata":"https://www.wikidata.org/wiki/Q775963","display_name":"Smoothing","level":2,"score":0.7470108270645142},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.6687592267990112},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.6548884510993958},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.6507098078727722},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.5828964114189148},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5429425835609436},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5100203156471252},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.49445080757141113},{"id":"https://openalex.org/C165700671","wikidata":"https://www.wikidata.org/wiki/Q203484","display_name":"Laplace operator","level":2,"score":0.4621380865573883},{"id":"https://openalex.org/C17829176","wikidata":"https://www.wikidata.org/wiki/Q179043","display_name":"Electrical impedance","level":2,"score":0.4483441710472107},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.42433348298072815},{"id":"https://openalex.org/C104286136","wikidata":"https://www.wikidata.org/wiki/Q1416137","display_name":"Modal analysis","level":3,"score":0.41476112604141235},{"id":"https://openalex.org/C163716698","wikidata":"https://www.wikidata.org/wiki/Q841267","display_name":"Tomography","level":2,"score":0.41308748722076416},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3411991000175476},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21644306182861328},{"id":"https://openalex.org/C135628077","wikidata":"https://www.wikidata.org/wiki/Q220184","display_name":"Finite element method","level":2,"score":0.19537243247032166},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16355004906654358},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.13443142175674438},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.12984958291053772},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.10235849022865295},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.06174364686012268},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/i2mtc53148.2023.10175877","is_oa":false,"landing_page_url":"https://doi.org/10.1109/i2mtc53148.2023.10175877","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320332","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W2003406941","https://openalex.org/W2005681075","https://openalex.org/W2011181254","https://openalex.org/W2064694526","https://openalex.org/W2133665775","https://openalex.org/W2141002303","https://openalex.org/W2405817978","https://openalex.org/W2553287852","https://openalex.org/W2592642714","https://openalex.org/W2608090923","https://openalex.org/W2767248316","https://openalex.org/W2897807752","https://openalex.org/W2910107980","https://openalex.org/W2942144263","https://openalex.org/W2950567011","https://openalex.org/W2956685331","https://openalex.org/W2972800549","https://openalex.org/W2990050904","https://openalex.org/W2994953704","https://openalex.org/W3101681511","https://openalex.org/W3172313548","https://openalex.org/W3180753966","https://openalex.org/W3196826685","https://openalex.org/W3215601169","https://openalex.org/W4205623635","https://openalex.org/W4241331546","https://openalex.org/W4285070206"],"related_works":["https://openalex.org/W2765233679","https://openalex.org/W3208432507","https://openalex.org/W3211685995","https://openalex.org/W2532315310","https://openalex.org/W2000128178","https://openalex.org/W2902419700","https://openalex.org/W2093495347","https://openalex.org/W3160616384","https://openalex.org/W2905540725","https://openalex.org/W4376629886"],"abstract_inverted_index":{"The":[0,58,70],"low":[1],"image":[2,27,35,68,97],"quality":[3,98],"of":[4,72,133],"Electrical":[5],"Impedance":[6],"Tomography":[7],"(EIT)":[8],"hinders":[9],"it":[10],"from":[11,54],"performing":[12],"quantitative":[13],"analysis":[14],"in":[15,64,96,106,114,116,122],"various":[16],"fields":[17],"like":[18],"tissue":[19,151],"engineering.":[20],"This":[21],"paper":[22],"presents":[23],"a":[24,40,101,109],"gradient-guided":[25],"multi-modal":[26,89],"reconstruction":[28],"algorithm":[29],"(named":[30],"GGIR)":[31],"for":[32,67],"high-quality":[33],"EIT":[34],"reconstruction.":[36],"In":[37],"the":[38,49,55,65,73,91,117,123,131,134,141,144],"GGIR,":[39],"carefully":[41],"designed":[42],"first-order":[43],"gradient-based":[44],"regularization":[45,60],"term":[46],"serves":[47],"as":[48],"interface":[50],"incorporating":[51],"structural":[52],"information":[53],"auxiliary":[56],"image.":[57],"Laplacian":[59],"is":[61,76,94],"also":[62,129],"included":[63],"GGIR":[66,75,93,142],"smoothing.":[69],"performance":[71],"proposed":[74,92,135],"evaluated":[77],"by":[78],"numerical":[79,118],"simulation":[80,124],"and":[81,88,108,126,154],"real-world":[82],"experiments.":[83],"Compared":[84],"with":[85,100],"given":[86],"single-modal":[87],"algorithms,":[90],"superior":[95],"improvement":[99],"40.2%":[102],"\u223c":[103,111],"90.3%":[104],"reduction":[105],"Err":[107],"16.5%":[110],"180.2%":[112],"increase":[113],"MSSIM":[115],"simulation.":[119],"Visual":[120],"results":[121],"study":[125],"real":[127],"experiments":[128],"prove":[130],"superiorty":[132],"GGIR.":[136],"These":[137],"evidences":[138],"indicate":[139],"that":[140],"has":[143],"potential":[145],"to":[146,149],"be":[147],"applied":[148],"complex":[150],"engineering":[152],"applications":[153],"regenerative":[155],"medicine.":[156]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
