{"id":"https://openalex.org/W2096455577","doi":"https://doi.org/10.1109/isbi.2013.6556438","title":"Blind depth-variant blur removal in confocal microscopy","display_name":"Blind depth-variant blur removal in confocal microscopy","publication_year":2013,"publication_date":"2013-04-01","ids":{"openalex":"https://openalex.org/W2096455577","doi":"https://doi.org/10.1109/isbi.2013.6556438","mag":"2096455577"},"language":"en","primary_location":{"id":"doi:10.1109/isbi.2013.6556438","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2013.6556438","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE 10th International Symposium on Biomedical Imaging","raw_type":"proceedings-article"},"type":"preprint","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/A5030658167","display_name":"Sa\u00efma Ben Hadj","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"S. Ben Hadj","raw_affiliation_strings":["Morph\u00e8me Research Group, I3S, CNRS, INRIA, IBV, UNSA, Sophia Antipolis, France","Morpheme Res. Group, UNSA, Sophia Antipolis, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Morph\u00e8me Research Group, I3S, CNRS, INRIA, IBV, UNSA, Sophia Antipolis, France","institution_ids":["https://openalex.org/I1326498283","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"Morpheme Res. Group, UNSA, Sophia Antipolis, France","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106034559","display_name":"Laure Blanc\u2010F\u00e9raud","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"L. Blanc-Feraud","raw_affiliation_strings":["Morph\u00e8me Research Group, I3S, CNRS, INRIA, IBV, UNSA, Sophia Antipolis, France","Morpheme Res. Group, UNSA, Sophia Antipolis, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Morph\u00e8me Research Group, I3S, CNRS, INRIA, IBV, UNSA, Sophia Antipolis, France","institution_ids":["https://openalex.org/I1326498283","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"Morpheme Res. Group, UNSA, Sophia Antipolis, France","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111971858","display_name":"Gilles Aubert","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210112930","display_name":"Laboratoire Jean-Alexandre Dieudonn\u00e9","ror":"https://ror.org/0274zdr66","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I201841394","https://openalex.org/I4210112930","https://openalex.org/I4210141950"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"G. Aubert","raw_affiliation_strings":["Laboratoire J.A Dieudonne, UMR 6621, CNRS, UNSA, Nice, France","Lab. J.A Dieudonne, UNSA, Nice, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratoire J.A Dieudonne, UMR 6621, CNRS, UNSA, Nice, France","institution_ids":["https://openalex.org/I4210112930","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"Lab. J.A Dieudonne, UNSA, Nice, France","institution_ids":["https://openalex.org/I4210112930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029756352","display_name":"Gilbert Engler","orcid":"https://orcid.org/0009-0003-7520-3742"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"G. Engler","raw_affiliation_strings":["IBSV Unit, INRA, Sophia Antipolis, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IBSV Unit, INRA, Sophia Antipolis, France","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109152165","display_name":"Elie Maalouf","orcid":null},"institutions":[{"id":"https://openalex.org/I2800745255","display_name":"Universit\u00e9 de Haute-Alsace","ror":"https://ror.org/04k8k6n84","country_code":"FR","type":"education","lineage":["https://openalex.org/I2800745255"]},{"id":"https://openalex.org/I4387152507","display_name":"Laboratoire Math\u00e9matiques, Image et Applications","ror":"https://ror.org/01r0cs760","country_code":null,"type":"education","lineage":["https://openalex.org/I4387152507","https://openalex.org/I78744979"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"E. Maalouf","raw_affiliation_strings":["Laboratoire MIPS-LaboratoryEL, University of Haute-Alsace, Mulhouse, France","Lab. MIPS-Lab..EL, Univ. of Haute-Alsace, Mulhouse, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratoire MIPS-LaboratoryEL, University of Haute-Alsace, Mulhouse, France","institution_ids":["https://openalex.org/I2800745255"]},{"raw_affiliation_string":"Lab. MIPS-Lab..EL, Univ. of Haute-Alsace, Mulhouse, France","institution_ids":["https://openalex.org/I2800745255","https://openalex.org/I4387152507"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047446114","display_name":"Bruno Colicchio","orcid":"https://orcid.org/0000-0002-1742-8631"},"institutions":[{"id":"https://openalex.org/I2800745255","display_name":"Universit\u00e9 de Haute-Alsace","ror":"https://ror.org/04k8k6n84","country_code":"FR","type":"education","lineage":["https://openalex.org/I2800745255"]},{"id":"https://openalex.org/I4387152507","display_name":"Laboratoire Math\u00e9matiques, Image et Applications","ror":"https://ror.org/01r0cs760","country_code":null,"type":"education","lineage":["https://openalex.org/I4387152507","https://openalex.org/I78744979"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"B. Colicchio","raw_affiliation_strings":["Laboratoire MIPS-LaboratoryEL, University of Haute-Alsace, Mulhouse, France","Lab. MIPS-Lab..EL, Univ. of Haute-Alsace, Mulhouse, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratoire MIPS-LaboratoryEL, University of Haute-Alsace, Mulhouse, France","institution_ids":["https://openalex.org/I2800745255"]},{"raw_affiliation_string":"Lab. MIPS-Lab..EL, Univ. of Haute-Alsace, Mulhouse, France","institution_ids":["https://openalex.org/I2800745255","https://openalex.org/I4387152507"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113655441","display_name":"A. Dieterlen","orcid":null},"institutions":[{"id":"https://openalex.org/I2800745255","display_name":"Universit\u00e9 de Haute-Alsace","ror":"https://ror.org/04k8k6n84","country_code":"FR","type":"education","lineage":["https://openalex.org/I2800745255"]},{"id":"https://openalex.org/I4387152507","display_name":"Laboratoire Math\u00e9matiques, Image et Applications","ror":"https://ror.org/01r0cs760","country_code":null,"type":"education","lineage":["https://openalex.org/I4387152507","https://openalex.org/I78744979"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"A. Dieterlen","raw_affiliation_strings":["Laboratoire MIPS-LaboratoryEL, University of Haute-Alsace, Mulhouse, France","Lab. MIPS-Lab..EL, Univ. of Haute-Alsace, Mulhouse, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratoire MIPS-LaboratoryEL, University of Haute-Alsace, Mulhouse, France","institution_ids":["https://openalex.org/I2800745255"]},{"raw_affiliation_string":"Lab. MIPS-Lab..EL, Univ. of Haute-Alsace, Mulhouse, France","institution_ids":["https://openalex.org/I2800745255","https://openalex.org/I4387152507"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4817,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.7284674,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"165","last_page":"168"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.9993000030517578,"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":0.9993000030517578,"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":0.9983999729156494,"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9979000091552734,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/point-spread-function","display_name":"Point spread function","score":0.8022096753120422},{"id":"https://openalex.org/keywords/gaussian","display_name":"Gaussian","score":0.5667024254798889},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5614430904388428},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.5524182915687561},{"id":"https://openalex.org/keywords/microscopy","display_name":"Microscopy","score":0.544840395450592},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5427662134170532},{"id":"https://openalex.org/keywords/normalization","display_name":"Normalization (sociology)","score":0.5131226181983948},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.506449818611145},{"id":"https://openalex.org/keywords/confocal","display_name":"Confocal","score":0.4914292097091675},{"id":"https://openalex.org/keywords/optical-transfer-function","display_name":"Optical transfer function","score":0.46021854877471924},{"id":"https://openalex.org/keywords/confocal-microscopy","display_name":"Confocal microscopy","score":0.4586413502693176},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4570900797843933},{"id":"https://openalex.org/keywords/invariant","display_name":"Invariant (physics)","score":0.4389488995075226},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.340797483921051},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.33668026328086853},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.31069132685661316},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.2982286810874939},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.13093894720077515}],"concepts":[{"id":"https://openalex.org/C69179731","wikidata":"https://www.wikidata.org/wiki/Q510427","display_name":"Point spread function","level":2,"score":0.8022096753120422},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.5667024254798889},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5614430904388428},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.5524182915687561},{"id":"https://openalex.org/C147080431","wikidata":"https://www.wikidata.org/wiki/Q1074953","display_name":"Microscopy","level":2,"score":0.544840395450592},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5427662134170532},{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.5131226181983948},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.506449818611145},{"id":"https://openalex.org/C136009344","wikidata":"https://www.wikidata.org/wiki/Q336201","display_name":"Confocal","level":2,"score":0.4914292097091675},{"id":"https://openalex.org/C175231954","wikidata":"https://www.wikidata.org/wiki/Q1942321","display_name":"Optical transfer function","level":2,"score":0.46021854877471924},{"id":"https://openalex.org/C2779178360","wikidata":"https://www.wikidata.org/wiki/Q902045","display_name":"Confocal microscopy","level":2,"score":0.4586413502693176},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4570900797843933},{"id":"https://openalex.org/C190470478","wikidata":"https://www.wikidata.org/wiki/Q2370229","display_name":"Invariant (physics)","level":2,"score":0.4389488995075226},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.340797483921051},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.33668026328086853},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.31069132685661316},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2982286810874939},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.13093894720077515},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0},{"id":"https://openalex.org/C37914503","wikidata":"https://www.wikidata.org/wiki/Q156495","display_name":"Mathematical physics","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/isbi.2013.6556438","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2013.6556438","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE 10th International Symposium on Biomedical Imaging","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-00920191v1","is_oa":false,"landing_page_url":"https://inria.hal.science/hal-00920191","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISBI - International Symposium on Biomedical Imaging, Apr 2013, San Francisco, United States. ⟨10.1109/ISBI.2013.6556438⟩","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:HAL:hal-02746886v1","is_oa":false,"landing_page_url":"https://hal.inrae.fr/hal-02746886","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE 10th International Symposium on Biomedical Imaging - From Nano to, Apr 2013, San Francisco, United States. pp.4","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","score":0.5699999928474426,"display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1996894923","https://openalex.org/W2007736816","https://openalex.org/W2015131139","https://openalex.org/W2086853016","https://openalex.org/W2117209545","https://openalex.org/W2119536819","https://openalex.org/W2135137263","https://openalex.org/W2143805215","https://openalex.org/W2146404768","https://openalex.org/W2152801769","https://openalex.org/W2162969215","https://openalex.org/W4254553107","https://openalex.org/W4302422232","https://openalex.org/W6649528319"],"related_works":["https://openalex.org/W2726111829","https://openalex.org/W2808332603","https://openalex.org/W4250585504","https://openalex.org/W2008049857","https://openalex.org/W2541033646","https://openalex.org/W2974904990","https://openalex.org/W1978803831","https://openalex.org/W2105513520","https://openalex.org/W1983478051","https://openalex.org/W2011448867"],"abstract_inverted_index":{"We":[0,53,102],"are":[1,84],"interested":[2],"in":[3,14],"blind":[4],"restoration":[5],"of":[6,46,49,72,81,95,110],"3D":[7],"confocal":[8,129],"microscopy":[9,130],"images.":[10],"One":[11,70],"challenging":[12],"problem":[13,33,88],"this":[15],"system":[16],"is":[17,76,89,123],"the":[18,32,36,82,93,96,99,111,114],"depth-variant":[19],"(DV)":[20],"blur":[21],"due":[22],"to":[23,92],"refractive":[24],"index":[25],"mismatch.":[26],"In":[27],"our":[28],"work,":[29],"we":[30],"simplify":[31],"by":[34,42,62,67],"approximating":[35],"DV":[37,115],"point":[38],"spread":[39],"function":[40,65],"(PSF)":[41],"a":[43,47,63,104],"convex":[44],"combination":[45],"set":[48],"space-invariant":[50],"(SI)":[51],"PSFs.":[52],"show":[54],"that":[55,77],"each":[56],"SI":[57],"PSF":[58,83,100],"can":[59],"be":[60],"approximated":[61],"Gaussian":[64],"given":[66],"few":[68],"parameters.":[69,101],"advantage":[71],"such":[73],"an":[74],"approximation":[75],"positivity":[78],"and":[79,98,113,127],"normalization":[80],"naturally":[85],"ensured.":[86],"The":[87,121],"thus":[90],"reduced":[91],"estimation":[94],"object":[97,112],"design":[103],"new":[105],"criterion":[106],"allowing":[107],"both":[108],"estimations":[109],"PSF,":[116],"with":[117],"physical":[118],"constraints":[119],"included.":[120],"method":[122],"validated":[124],"on":[125],"simulated":[126],"real":[128],"data.":[131]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}