{"id":"https://openalex.org/W3207898743","doi":"https://doi.org/10.3390/computers10100129","title":"A Novel Multi-Modality Image Simultaneous Denoising and Fusion Method Based on Sparse Representation","display_name":"A Novel Multi-Modality Image Simultaneous Denoising and Fusion Method Based on Sparse Representation","publication_year":2021,"publication_date":"2021-10-13","ids":{"openalex":"https://openalex.org/W3207898743","doi":"https://doi.org/10.3390/computers10100129","mag":"3207898743"},"language":"en","primary_location":{"id":"doi:10.3390/computers10100129","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers10100129","pdf_url":"https://www.mdpi.com/2073-431X/10/10/129/pdf?version=1634284612","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-431X/10/10/129/pdf?version=1634284612","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006116691","display_name":"Guanqiu Qi","orcid":"https://orcid.org/0000-0001-9562-3865"},"institutions":[{"id":"https://openalex.org/I115441956","display_name":"Buffalo State University","ror":"https://ror.org/05ms04m92","country_code":"US","type":"education","lineage":["https://openalex.org/I115441956"]},{"id":"https://openalex.org/I63190737","display_name":"University at Buffalo, State University of New York","ror":"https://ror.org/01y64my43","country_code":"US","type":"education","lineage":["https://openalex.org/I63190737"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Guanqiu Qi","raw_affiliation_strings":["Computer Information Systems Department, State University of New York at Buffalo State, Buffalo, NY 14222, USA"],"raw_orcid":"https://orcid.org/0000-0001-9562-3865","affiliations":[{"raw_affiliation_string":"Computer Information Systems Department, State University of New York at Buffalo State, Buffalo, NY 14222, USA","institution_ids":["https://openalex.org/I63190737","https://openalex.org/I115441956"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101428095","display_name":"Gang Hu","orcid":"https://orcid.org/0000-0001-7405-443X"},"institutions":[{"id":"https://openalex.org/I115441956","display_name":"Buffalo State University","ror":"https://ror.org/05ms04m92","country_code":"US","type":"education","lineage":["https://openalex.org/I115441956"]},{"id":"https://openalex.org/I63190737","display_name":"University at Buffalo, State University of New York","ror":"https://ror.org/01y64my43","country_code":"US","type":"education","lineage":["https://openalex.org/I63190737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gang Hu","raw_affiliation_strings":["Computer Information Systems Department, State University of New York at Buffalo State, Buffalo, NY 14222, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Information Systems Department, State University of New York at Buffalo State, Buffalo, NY 14222, USA","institution_ids":["https://openalex.org/I63190737","https://openalex.org/I115441956"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023273216","display_name":"Neal Mazur","orcid":"https://orcid.org/0000-0002-6471-2934"},"institutions":[{"id":"https://openalex.org/I115441956","display_name":"Buffalo State University","ror":"https://ror.org/05ms04m92","country_code":"US","type":"education","lineage":["https://openalex.org/I115441956"]},{"id":"https://openalex.org/I63190737","display_name":"University at Buffalo, State University of New York","ror":"https://ror.org/01y64my43","country_code":"US","type":"education","lineage":["https://openalex.org/I63190737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Neal Mazur","raw_affiliation_strings":["Computer Information Systems Department, State University of New York at Buffalo State, Buffalo, NY 14222, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Information Systems Department, State University of New York at Buffalo State, Buffalo, NY 14222, USA","institution_ids":["https://openalex.org/I63190737","https://openalex.org/I115441956"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064351267","display_name":"Huahua Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huahua Liang","raw_affiliation_strings":["College of Automation, Chongqing University of Posts and Telecommunications, Chongqing 400065, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Automation, Chongqing University of Posts and Telecommunications, Chongqing 400065, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062355398","display_name":"Matthew Haner","orcid":null},"institutions":[{"id":"https://openalex.org/I131579929","display_name":"Mansfield University","ror":"https://ror.org/01emtgd92","country_code":"US","type":"education","lineage":["https://openalex.org/I131579929"]},{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew Haner","raw_affiliation_strings":["Department of Mathematics & Computer and Information Science, Mansfield University of Pennsylvania, Mansfield, PA 16933, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics & Computer and Information Science, Mansfield University of Pennsylvania, Mansfield, PA 16933, USA","institution_ids":["https://openalex.org/I131579929","https://openalex.org/I79576946"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5006116691"],"corresponding_institution_ids":["https://openalex.org/I115441956","https://openalex.org/I63190737"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":1.1379,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.81082685,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"10","issue":"10","first_page":"129","last_page":"129"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T11659","display_name":"Advanced Image Fusion Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.8117407560348511},{"id":"https://openalex.org/keywords/image-fusion","display_name":"Image fusion","score":0.7841306924819946},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6789785623550415},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.658399224281311},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6544074416160583},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5479328036308289},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5394182801246643},{"id":"https://openalex.org/keywords/contourlet","display_name":"Contourlet","score":0.5210618376731873},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.4774499535560608},{"id":"https://openalex.org/keywords/sparse-approximation","display_name":"Sparse approximation","score":0.456606388092041},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.44211119413375854},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.09876418113708496},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.08786806464195251}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.8117407560348511},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.7841306924819946},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6789785623550415},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.658399224281311},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6544074416160583},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5479328036308289},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5394182801246643},{"id":"https://openalex.org/C20479862","wikidata":"https://www.wikidata.org/wiki/Q5165589","display_name":"Contourlet","level":4,"score":0.5210618376731873},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4774499535560608},{"id":"https://openalex.org/C124066611","wikidata":"https://www.wikidata.org/wiki/Q28684319","display_name":"Sparse approximation","level":2,"score":0.456606388092041},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.44211119413375854},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.09876418113708496},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.08786806464195251},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/computers10100129","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers10100129","pdf_url":"https://www.mdpi.com/2073-431X/10/10/129/pdf?version=1634284612","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b0078e046da3417e9049920059cc51bb","is_oa":true,"landing_page_url":"https://doaj.org/article/b0078e046da3417e9049920059cc51bb","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computers, Vol 10, Iss 10, p 129 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/computers10100129","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers10100129","pdf_url":"https://www.mdpi.com/2073-431X/10/10/129/pdf?version=1634284612","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3207898743.pdf","grobid_xml":"https://content.openalex.org/works/W3207898743.grobid-xml"},"referenced_works_count":61,"referenced_works":["https://openalex.org/W1994714721","https://openalex.org/W1997480692","https://openalex.org/W2005876975","https://openalex.org/W2005927904","https://openalex.org/W2008340903","https://openalex.org/W2014311222","https://openalex.org/W2017369124","https://openalex.org/W2021966702","https://openalex.org/W2026916126","https://openalex.org/W2038596520","https://openalex.org/W2046119925","https://openalex.org/W2048114946","https://openalex.org/W2053514113","https://openalex.org/W2068941797","https://openalex.org/W2071284784","https://openalex.org/W2083388902","https://openalex.org/W2111557737","https://openalex.org/W2116148865","https://openalex.org/W2117382194","https://openalex.org/W2127320676","https://openalex.org/W2142060261","https://openalex.org/W2144439732","https://openalex.org/W2146353910","https://openalex.org/W2151386876","https://openalex.org/W2154332973","https://openalex.org/W2160547390","https://openalex.org/W2168783614","https://openalex.org/W2172275395","https://openalex.org/W2263753685","https://openalex.org/W2278599304","https://openalex.org/W2288726182","https://openalex.org/W2311508968","https://openalex.org/W2406516878","https://openalex.org/W2474462684","https://openalex.org/W2489975106","https://openalex.org/W2522114553","https://openalex.org/W2559295071","https://openalex.org/W2570987625","https://openalex.org/W2586688824","https://openalex.org/W2592163064","https://openalex.org/W2725210667","https://openalex.org/W2751011928","https://openalex.org/W2793890232","https://openalex.org/W2828601215","https://openalex.org/W2901572775","https://openalex.org/W2903202062","https://openalex.org/W2912551047","https://openalex.org/W2989825851","https://openalex.org/W3011381106","https://openalex.org/W3011919688","https://openalex.org/W3015396480","https://openalex.org/W3033920316","https://openalex.org/W3096659842","https://openalex.org/W3107034740","https://openalex.org/W3158729725","https://openalex.org/W3164399403","https://openalex.org/W3176085218","https://openalex.org/W3191294546","https://openalex.org/W3192459570","https://openalex.org/W6660318017","https://openalex.org/W6786661815"],"related_works":["https://openalex.org/W2890193810","https://openalex.org/W2349027074","https://openalex.org/W2380797991","https://openalex.org/W2374812971","https://openalex.org/W2312322735","https://openalex.org/W2366347386","https://openalex.org/W2386829398","https://openalex.org/W2389802148","https://openalex.org/W2346013762","https://openalex.org/W3136089090"],"abstract_inverted_index":{"Multi-modality":[0],"image":[1,6,39,47,62,97,104,140,146,188],"fusion":[2,74,79,106,141,166,173,191],"applied":[3,176],"to":[4,71,177,195],"improve":[5],"quality":[7],"has":[8],"drawn":[9],"great":[10],"attention":[11],"from":[12,148],"researchers":[13],"in":[14,22,82,90,199],"recent":[15],"years.":[16],"However,":[17,61],"noise":[18,147],"is":[19,110,160,175,193],"actually":[20],"generated":[21],"images":[23,50,58,70,118,132],"captured":[24],"by":[25],"different":[26,139],"types":[27],"of":[28,37,45,68,167,201],"imaging":[29],"sensors,":[30],"which":[31,86],"can":[32,64],"seriously":[33],"affect":[34,72],"the":[35,42,56,66,73,113,163,185,196],"performance":[36],"multi-modality":[38,96,103],"fusion.":[40],"As":[41],"fundamental":[43],"method":[44,109,192],"noisy":[46,95,116],"fusion,":[48],"source":[49,69,117,131],"are":[51,59,80,119],"denoised":[52,57],"first,":[53],"and":[54,78,100,107,123,135,165,190,203],"then":[55],"fused.":[60],"denoising":[63,77,108,164,189],"decrease":[65],"sharpness":[67],"performance.":[75],"Additionally,":[76],"processed":[81],"separate":[83],"processing":[84],"modes,":[85],"causes":[87],"an":[88],"increase":[89],"computation":[91],"cost.":[92],"To":[93],"fuse":[94],"pairs":[98],"accurately":[99],"efficiently,":[101],"a":[102],"simultaneous":[105,187],"proposed.":[111],"In":[112],"proposed":[114,186],"method,":[115],"decomposed":[120],"into":[121,133],"cartoon":[122,178],"texture":[124,149,168],"components.":[125,150,169,179],"Cartoon-texture":[126],"decomposition":[127],"not":[128],"only":[129],"decomposes":[130],"detail":[134],"structure":[136],"components":[137],"for":[138,162],"schemes,":[142],"but":[143],"also":[144],"isolates":[145],"A":[151,170],"Gaussian":[152],"scale":[153],"mixture":[154],"(GSM)":[155],"based":[156],"sparse":[157],"representation":[158],"model":[159],"presented":[161],"spatial":[171],"domain":[172],"rule":[174],"The":[180],"comparative":[181],"experimental":[182],"results":[183],"confirm":[184],"superior":[194],"state-of-the-art":[197],"methods":[198],"terms":[200],"visual":[202],"quantitative":[204],"evaluations.":[205]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2021-10-25T00:00:00"}
