{"id":"https://openalex.org/W4402968333","doi":"https://doi.org/10.1109/tim.2024.3470059","title":"An Improved SRGAN-based Deblurring Model for Multiple Blurriness in Microscopy","display_name":"An Improved SRGAN-based Deblurring Model for Multiple Blurriness in Microscopy","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4402968333","doi":"https://doi.org/10.1109/tim.2024.3470059"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2024.3470059","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/tim.2024.3470059","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/A5014048758","display_name":"Yanqi Wang","orcid":"https://orcid.org/0000-0003-0252-4302"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yanqi Wang","raw_affiliation_strings":["School of Mechanical Engineering, Dalian University of Technology, Dalian, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064008572","display_name":"Zheng Xu","orcid":"https://orcid.org/0000-0001-9551-6760"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Xu","raw_affiliation_strings":["School of Mechanical Engineering, Dalian University of Technology, Dalian, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100612080","display_name":"Xiaodong Wang","orcid":"https://orcid.org/0000-0001-6041-6209"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaodong Wang","raw_affiliation_strings":["School of Mechanical Engineering, Dalian University of Technology, Dalian, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028298227","display_name":"JiaHeng He","orcid":"https://orcid.org/0009-0003-9718-3957"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"JiaHeng He","raw_affiliation_strings":["School of Mechanical Engineering, Dalian University of Technology, Dalian, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052699390","display_name":"Xinwei Zhao","orcid":"https://orcid.org/0009-0004-7976-3904"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinwei Zhao","raw_affiliation_strings":["School of Mechanical Engineering, Dalian University of Technology, Dalian, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5014048758"],"corresponding_institution_ids":["https://openalex.org/I27357992"],"apc_list":null,"apc_paid":null,"fwci":0.3383,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.64194803,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.9955999851226807,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9955999851226807,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9810000061988831,"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/T12859","display_name":"Cell Image Analysis Techniques","score":0.9664000272750854,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/deblurring","display_name":"Deblurring","score":0.8574848175048828},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.5315079092979431},{"id":"https://openalex.org/keywords/microscopy","display_name":"Microscopy","score":0.4983680248260498},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.3976631462574005},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.37359726428985596},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33511918783187866},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.30561232566833496},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.26964497566223145},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.25666022300720215},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.23483768105506897}],"concepts":[{"id":"https://openalex.org/C2777693668","wikidata":"https://www.wikidata.org/wiki/Q25053743","display_name":"Deblurring","level":5,"score":0.8574848175048828},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.5315079092979431},{"id":"https://openalex.org/C147080431","wikidata":"https://www.wikidata.org/wiki/Q1074953","display_name":"Microscopy","level":2,"score":0.4983680248260498},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.3976631462574005},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.37359726428985596},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33511918783187866},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.30561232566833496},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.26964497566223145},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.25666022300720215},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.23483768105506897}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2024.3470059","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/tim.2024.3470059","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":[{"display_name":"Affordable and clean energy","score":0.4099999964237213,"id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G1356933618","display_name":null,"funder_award_id":"51975102","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6126440617","display_name":null,"funder_award_id":"XLYC2002020","funder_id":"https://openalex.org/F4320329895","funder_display_name":"Liaoning Revitalization Talents Program"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320329895","display_name":"Liaoning Revitalization Talents Program","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2031788393","https://openalex.org/W791927757","https://openalex.org/W2182590612","https://openalex.org/W2905397092","https://openalex.org/W3153582293","https://openalex.org/W2269775642","https://openalex.org/W3080537281","https://openalex.org/W2289746762","https://openalex.org/W2139384960","https://openalex.org/W2594717635"],"abstract_inverted_index":{"In":[0],"microscopy,":[1],"eliminating":[2],"blurriness":[3,16],"and":[4,8,107,127],"obtaining":[5],"a":[6,18,22,66],"sharp":[7,126],"accurate":[9,128],"edge":[10,61],"of":[11,59,117],"observed":[12],"objects":[13],"in":[14,33,52,62,70],"multiple":[15,35,53],"is":[17,31,74],"key":[19],"issue.":[20],"Herein,":[21],"deblurring":[23,50],"model":[24],"called":[25],"De-super-resolution":[26],"generative":[27],"adversarial":[28],"network":[29],"(De-SRGAN)":[30],"proposed,":[32],"which":[34,46],"discriminators":[36],"are":[37],"set.":[38],"The":[39],"multidiscriminator":[40],"architecture":[41],"can":[42,84],"provide":[43],"stable":[44],"training,":[45],"helps":[47],"achieve":[48],"effective":[49],"results":[51],"blurriness.":[54],"Moreover,":[55],"considering":[56],"the":[57,60,63,71,115,122],"property":[58],"frequency":[64,72],"domain,":[65],"perceptual":[67,105],"loss":[68],"term":[69],"domain":[73],"constructed":[75],"as":[76],"an":[77],"additional":[78],"factor.":[79],"Results":[80],"show":[81],"that":[82],"De-SRGAN":[83],"generate":[85],"deblurred":[86,123],"images":[87,124],"with":[88,125],"low":[89],"mean":[90],"squared":[91],"error":[92,95],"(mse)/mean":[93],"absolute":[94],"(MAE),":[96],"high":[97,104,108],"peak":[98],"signal-to-noise":[99],"ratio":[100],"(PSNR)/structural":[101],"similarity":[102],"(SSIM),":[103],"quality,":[106],"accuracy.":[109],"This":[110],"study":[111],"contributes":[112],"to":[113,121],"improving":[114],"accuracy":[116],"size":[118],"measurement":[119],"due":[120],"edges.":[129]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
