{"id":"https://openalex.org/W4399432805","doi":"https://doi.org/10.3390/computers13060145","title":"Quasi/Periodic Noise Reduction in Images Using Modified Multiresolution-Convolutional Neural Networks for 3D Object Reconstructions and Comparison with Other Convolutional Neural Network Models","display_name":"Quasi/Periodic Noise Reduction in Images Using Modified Multiresolution-Convolutional Neural Networks for 3D Object Reconstructions and Comparison with Other Convolutional Neural Network Models","publication_year":2024,"publication_date":"2024-06-07","ids":{"openalex":"https://openalex.org/W4399432805","doi":"https://doi.org/10.3390/computers13060145"},"language":"en","primary_location":{"id":"doi:10.3390/computers13060145","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers13060145","pdf_url":"https://www.mdpi.com/2073-431X/13/6/145/pdf?version=1717749165","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/13/6/145/pdf?version=1717749165","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078294859","display_name":"O. A. Espinosa-Bernal","orcid":"https://orcid.org/0000-0002-6730-2009"},"institutions":[{"id":"https://openalex.org/I157492648","display_name":"Autonomous University of Queretaro","ror":"https://ror.org/00v8fdc16","country_code":"MX","type":"education","lineage":["https://openalex.org/I157492648"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Osmar Antonio Espinosa-Bernal","raw_affiliation_strings":["Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro 76010, Mexico"],"raw_orcid":"https://orcid.org/0000-0002-6730-2009","affiliations":[{"raw_affiliation_string":"Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro 76010, Mexico","institution_ids":["https://openalex.org/I157492648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042447268","display_name":"Jes\u00fas Carlos Pedraza\u2010Ortega","orcid":"https://orcid.org/0000-0001-5125-8907"},"institutions":[{"id":"https://openalex.org/I157492648","display_name":"Autonomous University of Queretaro","ror":"https://ror.org/00v8fdc16","country_code":"MX","type":"education","lineage":["https://openalex.org/I157492648"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Jes\u00fas Carlos Pedraza-Ortega","raw_affiliation_strings":["Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro 76010, Mexico"],"raw_orcid":"https://orcid.org/0000-0001-5125-8907","affiliations":[{"raw_affiliation_string":"Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro 76010, Mexico","institution_ids":["https://openalex.org/I157492648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036529804","display_name":"Marco Antonio Aceves-Fern\u00e1ndez","orcid":"https://orcid.org/0000-0002-5455-0329"},"institutions":[{"id":"https://openalex.org/I157492648","display_name":"Autonomous University of Queretaro","ror":"https://ror.org/00v8fdc16","country_code":"MX","type":"education","lineage":["https://openalex.org/I157492648"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Marco Antonio Aceves-Fernandez","raw_affiliation_strings":["Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro 76010, Mexico"],"raw_orcid":"https://orcid.org/0000-0002-5455-0329","affiliations":[{"raw_affiliation_string":"Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro 76010, Mexico","institution_ids":["https://openalex.org/I157492648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010988605","display_name":"V. M. Mart\u00ednez-Su\u00e1rez","orcid":"https://orcid.org/0000-0002-8006-1641"},"institutions":[{"id":"https://openalex.org/I157492648","display_name":"Autonomous University of Queretaro","ror":"https://ror.org/00v8fdc16","country_code":"MX","type":"education","lineage":["https://openalex.org/I157492648"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Victor Manuel Mart\u00ednez-Su\u00e1rez","raw_affiliation_strings":["Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro 76010, Mexico"],"raw_orcid":"https://orcid.org/0000-0002-8006-1641","affiliations":[{"raw_affiliation_string":"Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro 76010, Mexico","institution_ids":["https://openalex.org/I157492648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054830331","display_name":"Sa\u00fal Tovar\u2010Arriaga","orcid":"https://orcid.org/0000-0002-2695-1934"},"institutions":[{"id":"https://openalex.org/I157492648","display_name":"Autonomous University of Queretaro","ror":"https://ror.org/00v8fdc16","country_code":"MX","type":"education","lineage":["https://openalex.org/I157492648"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Saul Tovar-Arriaga","raw_affiliation_strings":["Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro 76010, Mexico"],"raw_orcid":"https://orcid.org/0000-0002-2695-1934","affiliations":[{"raw_affiliation_string":"Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro 76010, Mexico","institution_ids":["https://openalex.org/I157492648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079762007","display_name":"Juan Manuel Ramos-Arregu\u00edn","orcid":"https://orcid.org/0000-0002-2604-9692"},"institutions":[{"id":"https://openalex.org/I157492648","display_name":"Autonomous University of Queretaro","ror":"https://ror.org/00v8fdc16","country_code":"MX","type":"education","lineage":["https://openalex.org/I157492648"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Juan Manuel Ramos-Arregu\u00edn","raw_affiliation_strings":["Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro 76010, Mexico"],"raw_orcid":"https://orcid.org/0000-0002-2604-9692","affiliations":[{"raw_affiliation_string":"Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro 76010, Mexico","institution_ids":["https://openalex.org/I157492648"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015458103","display_name":"Efr\u00e9n Gorrostieta-Hurtado","orcid":"https://orcid.org/0000-0003-2636-9642"},"institutions":[{"id":"https://openalex.org/I157492648","display_name":"Autonomous University of Queretaro","ror":"https://ror.org/00v8fdc16","country_code":"MX","type":"education","lineage":["https://openalex.org/I157492648"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Efr\u00e9n Gorrostieta-Hurtado","raw_affiliation_strings":["Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro 76010, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro 76010, Mexico","institution_ids":["https://openalex.org/I157492648"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5042447268","https://openalex.org/A5078294859"],"corresponding_institution_ids":["https://openalex.org/I157492648"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":0.6731,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.68604977,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"13","issue":"6","first_page":"145","last_page":"145"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10638","display_name":"Optical measurement and interference techniques","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T10638","display_name":"Optical measurement and interference techniques","score":0.9995999932289124,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9994999766349792,"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/T11897","display_name":"Digital Holography and Microscopy","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7850238084793091},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7152437567710876},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7061482667922974},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.6510283946990967},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.606326162815094},{"id":"https://openalex.org/keywords/peak-signal-to-noise-ratio","display_name":"Peak signal-to-noise ratio","score":0.5624095797538757},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.550956130027771},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5442687273025513},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.515579879283905},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.4428901672363281},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.42674824595451355},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4235290586948395},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.42319169640541077},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3662000894546509},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19850000739097595},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.1796223223209381},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.05790972709655762}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7850238084793091},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7152437567710876},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7061482667922974},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.6510283946990967},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.606326162815094},{"id":"https://openalex.org/C154579607","wikidata":"https://www.wikidata.org/wiki/Q3373850","display_name":"Peak signal-to-noise ratio","level":3,"score":0.5624095797538757},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.550956130027771},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5442687273025513},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.515579879283905},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.4428901672363281},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.42674824595451355},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4235290586948395},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.42319169640541077},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3662000894546509},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19850000739097595},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.1796223223209381},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.05790972709655762},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/computers13060145","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers13060145","pdf_url":"https://www.mdpi.com/2073-431X/13/6/145/pdf?version=1717749165","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:81ad9b0d2b5d422491ea02869532ac9c","is_oa":true,"landing_page_url":"https://doaj.org/article/81ad9b0d2b5d422491ea02869532ac9c","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 13, Iss 6, p 145 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/computers13060145","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers13060145","pdf_url":"https://www.mdpi.com/2073-431X/13/6/145/pdf?version=1717749165","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":[{"score":0.7400000095367432,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399432805.pdf"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W54257720","https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W2076063813","https://openalex.org/W2097117768","https://openalex.org/W2163605009","https://openalex.org/W2508457857","https://openalex.org/W2538995635","https://openalex.org/W2556872594","https://openalex.org/W2613155248","https://openalex.org/W2618530766","https://openalex.org/W2802445786","https://openalex.org/W2893592049","https://openalex.org/W2902445348","https://openalex.org/W2982703151","https://openalex.org/W2991618422","https://openalex.org/W3019166713","https://openalex.org/W3103174683","https://openalex.org/W4312246546","https://openalex.org/W4312718590","https://openalex.org/W4313214766","https://openalex.org/W4320736143","https://openalex.org/W4323345618","https://openalex.org/W4323923040","https://openalex.org/W4378530320","https://openalex.org/W4378903438","https://openalex.org/W6850680504"],"related_works":["https://openalex.org/W4293226380","https://openalex.org/W2102148524","https://openalex.org/W4321487865","https://openalex.org/W4313906399","https://openalex.org/W2314720829","https://openalex.org/W2315873829","https://openalex.org/W2883512610","https://openalex.org/W2895464841","https://openalex.org/W3082444306","https://openalex.org/W142830878"],"abstract_inverted_index":{"The":[0,168],"modeling":[1],"of":[2,65,75,110,128,139],"real":[3,30],"objects":[4,28,42,88],"digitally":[5],"is":[6,147,189],"an":[7],"area":[8],"that":[9,22,54,69,117],"has":[10,55,62,118],"generated":[11],"a":[12,44,115,134,164,186],"high":[13],"demand":[14],"due":[15],"to":[16,19,25,40,83,85,93,102,150],"the":[17,47,52,63,73,76,94,104,108,137,152,159,174,178,182,192],"need":[18],"obtain":[20,86],"systems":[21],"are":[23,171],"able":[24],"reproduce":[26],"3D":[27,78,87,140],"from":[29],"objects.":[31,141],"To":[32],"this":[33,60,143,145],"end,":[34],"several":[35],"techniques":[36,98],"have":[37,99],"been":[38,56,100,119],"proposed":[39],"model":[41],"in":[43,130,136,155],"computer,":[45],"with":[46,173],"fringe":[48,160],"profilometry":[49,161],"technique":[50,61],"being":[51],"one":[53],"most":[57],"researched.":[58],"However,":[59],"disadvantage":[64],"generating":[66],"Moire":[67],"noise":[68,129,154],"ends":[70],"up":[71],"affecting":[72],"accuracy":[74],"final":[77],"reconstructed":[79],"object.":[80],"In":[81],"order":[82],"try":[84],"as":[89,91,133],"close":[90],"possible":[92],"original":[95,175],"object,":[96],"different":[97],"developed":[101],"attenuate":[103,151],"quasi/periodic":[105,153],"noise,":[106],"namely":[107],"application":[109],"convolutional":[111],"neural":[112],"networks":[113],"(CNNs),":[114],"method":[116],"recently":[120],"applied":[121,132],"for":[122],"restoration":[123],"and":[124,181,185,207],"reduction":[125],"and/or":[126],"elimination":[127],"images":[131,156],"pre-processing":[135],"generation":[138],"For":[142],"purpose,":[144],"work":[146],"carried":[148],"out":[149],"acquired":[157],"by":[158],"technique,":[162],"using":[163,191],"modified":[165],"CNN-Multiresolution":[166,176],"network.":[167],"results":[169],"obtained":[170],"compared":[172],"network,":[177,180],"UNet":[179],"FCN32s":[183],"network":[184],"quantitative":[187],"comparison":[188],"made":[190],"Image":[193],"Mean":[194],"Square":[195],"Error":[196],"E":[197],"(IMMS),":[198],"Peak":[199],"Signal-to-Noise":[200],"Ratio":[201],"(PSNR),":[202],"Structural":[203],"Similarity":[204],"Index":[205],"(SSIM),":[206],"Profile":[208],"(MSE)":[209],"metrics.":[210]},"counts_by_year":[{"year":2024,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}