{"id":"https://openalex.org/W4360994017","doi":"https://doi.org/10.1109/tim.2023.3261929","title":"Polarization Maintaining 3-D Convolutional Neural Network for Color Polarimetric Images Denoising","display_name":"Polarization Maintaining 3-D Convolutional Neural Network for Color Polarimetric Images Denoising","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4360994017","doi":"https://doi.org/10.1109/tim.2023.3261929"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2023.3261929","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2023.3261929","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-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/A5035249705","display_name":"Hedong Liu","orcid":"https://orcid.org/0000-0002-3493-8350"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hedong Liu","raw_affiliation_strings":["School of Precision Instrument and Opto-Electronics Engineering and the Key Laboratory of Opto-Electronics Information Technology, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"School of Precision Instrument and Opto-Electronics Engineering and the Key Laboratory of Opto-Electronics Information Technology, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100318740","display_name":"Xiaobo Li","orcid":"https://orcid.org/0000-0001-9944-3642"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiaobo Li","raw_affiliation_strings":["School of Marine Science and Technology, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"School of Marine Science and Technology, Tianjin University, Tianjin, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015197997","display_name":"Zhenzhou Cheng","orcid":"https://orcid.org/0000-0003-4842-9458"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenzhou Cheng","raw_affiliation_strings":["School of Precision Instrument and Opto-Electronics Engineering and the Key Laboratory of Opto-Electronics Information Technology, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"School of Precision Instrument and Opto-Electronics Engineering and the Key Laboratory of Opto-Electronics Information Technology, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074402098","display_name":"Tiegen Liu","orcid":"https://orcid.org/0000-0003-4141-6961"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tiegen Liu","raw_affiliation_strings":["School of Precision Instrument and Opto-Electronics Engineering and the Key Laboratory of Opto-Electronics Information Technology, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"School of Precision Instrument and Opto-Electronics Engineering and the Key Laboratory of Opto-Electronics Information Technology, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043355976","display_name":"Jingsheng Zhai","orcid":"https://orcid.org/0000-0003-1617-8834"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jingsheng Zhai","raw_affiliation_strings":["School of Marine Science and Technology, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"School of Marine Science and Technology, Tianjin University, Tianjin, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069859546","display_name":"Haofeng Hu","orcid":"https://orcid.org/0000-0002-7441-1457"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haofeng Hu","raw_affiliation_strings":["School of Marine Science and Technology, School of Precision Instrument and Opto-Electronics Engineering, Key Laboratory of Opto-Electronics Information Technology, Tianjin University, Tianjin, China","School of Marine Science and Technology, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"School of Marine Science and Technology, School of Precision Instrument and Opto-Electronics Engineering, Key Laboratory of Opto-Electronics Information Technology, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"School of Marine Science and Technology, Tianjin University, Tianjin, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5035249705"],"corresponding_institution_ids":["https://openalex.org/I162868743"],"apc_list":null,"apc_paid":null,"fwci":1.2374,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.7648152,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"72","issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12050","display_name":"Optical Polarization and Ellipsometry","score":0.9980000257492065,"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/T12050","display_name":"Optical Polarization and Ellipsometry","score":0.9980000257492065,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9977999925613403,"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/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9889000058174133,"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":0.7552163600921631},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6498885154724121},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6353350877761841},{"id":"https://openalex.org/keywords/polarimetry","display_name":"Polarimetry","score":0.6264719367027283},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5986953377723694},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.5656661987304688},{"id":"https://openalex.org/keywords/polarization","display_name":"Polarization (electrochemistry)","score":0.5160481333732605},{"id":"https://openalex.org/keywords/stokes-parameters","display_name":"Stokes parameters","score":0.5106640458106995},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4581020176410675},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.20204484462738037},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.13866236805915833}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7552163600921631},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6498885154724121},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6353350877761841},{"id":"https://openalex.org/C28493345","wikidata":"https://www.wikidata.org/wiki/Q899381","display_name":"Polarimetry","level":3,"score":0.6264719367027283},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5986953377723694},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.5656661987304688},{"id":"https://openalex.org/C205049153","wikidata":"https://www.wikidata.org/wiki/Q2698605","display_name":"Polarization (electrochemistry)","level":2,"score":0.5160481333732605},{"id":"https://openalex.org/C188141570","wikidata":"https://www.wikidata.org/wiki/Q1192058","display_name":"Stokes parameters","level":3,"score":0.5106640458106995},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4581020176410675},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.20204484462738037},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.13866236805915833},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C147789679","wikidata":"https://www.wikidata.org/wiki/Q11372","display_name":"Physical chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C191486275","wikidata":"https://www.wikidata.org/wiki/Q210028","display_name":"Scattering","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2023.3261929","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2023.3261929","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1674003914","display_name":null,"funder_award_id":"62075161","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5181254088","display_name":null,"funder_award_id":"62205243","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W1522734439","https://openalex.org/W1999663947","https://openalex.org/W2023005931","https://openalex.org/W2029801300","https://openalex.org/W2047710600","https://openalex.org/W2056370875","https://openalex.org/W2097073572","https://openalex.org/W2121216414","https://openalex.org/W2130581278","https://openalex.org/W2164406397","https://openalex.org/W2194775991","https://openalex.org/W2508457857","https://openalex.org/W2580898565","https://openalex.org/W2747898905","https://openalex.org/W2770122546","https://openalex.org/W2793452417","https://openalex.org/W2799265886","https://openalex.org/W2808498578","https://openalex.org/W2808776910","https://openalex.org/W2891477968","https://openalex.org/W2963446712","https://openalex.org/W2964125708","https://openalex.org/W2966620583","https://openalex.org/W2995614305","https://openalex.org/W2998303641","https://openalex.org/W3000775737","https://openalex.org/W3014447010","https://openalex.org/W3021717916","https://openalex.org/W3094908825","https://openalex.org/W3104962140","https://openalex.org/W3171880399","https://openalex.org/W4229378035","https://openalex.org/W4283804145","https://openalex.org/W4285817853","https://openalex.org/W4312552553","https://openalex.org/W6839291710"],"related_works":["https://openalex.org/W2112594896","https://openalex.org/W2386812678","https://openalex.org/W4311567418","https://openalex.org/W2037753278","https://openalex.org/W2462590404","https://openalex.org/W2333634764","https://openalex.org/W3011350080","https://openalex.org/W3039035271","https://openalex.org/W2034206013","https://openalex.org/W1655063790"],"abstract_inverted_index":{"Color":[0],"polarimetric":[1,44,89,124,153],"imaging":[2,199],"could":[3],"provide":[4],"multi-dimensional":[5,198],"information":[6,132,184],"that":[7,147,172],"provides":[8],"physical":[9,73],"properties":[10,167],"related":[11],"to":[12,40,55,59,130],"object":[13],"shape,":[14],"surface":[15,34],"roughness,":[16],"etc.":[17],"Therefore,":[18],"it":[19],"has":[20,102],"been":[21,104],"widely":[22],"used":[23],"in":[24,185],"various":[25],"instrumentation":[26],"and":[27,36,51,63,72,84,97,140,181],"measurement":[28],"applications,":[29],"such":[30],"as":[31],"3D":[32,126,148,161],"measurement,":[33],"detection,":[35],"navigation.":[37],"However,":[38],"compared":[39],"conventional":[41],"color":[42,88,123,152],"images,":[43,90],"images":[45,62,154],"have":[46],"a":[47,115],"lower":[48],"signal-to-noise":[49],"ratio":[50],"are":[52,128,168],"more":[53,82],"sensitive":[54],"noise,":[56],"which":[57],"leads":[58],"unpleasant":[60],"noisy":[61],"destroys":[64],"polarization":[65,98,166,183],"analysis":[66],"performance.":[67],"Moreover,":[68],"the":[69,78,91,94,137,157,173],"multiple":[70,134],"dimensions":[71,76],"relationships":[74],"among":[75,93],"make":[77],"issue":[79],"of":[80],"denoise":[81],"complicated":[83],"challenging.":[85],"When":[86],"denoising":[87,122,175,190],"coherence":[92],"space,":[95,138],"color,":[96,139],"is":[99],"significant":[100],"but":[101],"not":[103],"fully":[105],"exploited":[106],"by":[107],"existing":[108],"methods.":[109],"In":[110,142,163],"this":[111],"paper,":[112],"we":[113,144],"propose":[114],"three-dimensional":[116],"(3D)":[117],"convolutional":[118],"neural":[119],"network":[120],"for":[121,196],"images.":[125],"convolutions":[127],"applied":[129],"extract":[131],"from":[133,151],"dimensions,":[135],"i.e.,":[136],"polarization.":[141],"particular,":[143],"also":[145],"found":[146],"features":[149],"derived":[150],"still":[155],"satisfy":[156],"Stokes":[158],"relationship":[159],"after":[160],"convolution.":[162],"other":[164,197],"words,":[165],"maintained.":[169],"Experiments":[170],"show":[171],"proposed":[174,189],"method":[176,191],"can":[177],"well":[178],"remove":[179],"noises":[180],"restore":[182],"all":[186],"channels.":[187],"The":[188],"may":[192],"find":[193],"important":[194],"applications":[195],"tasks.":[200]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
