{"id":"https://openalex.org/W3007857552","doi":"https://doi.org/10.1109/icassp40776.2020.9053937","title":"Opendenoising: An Extensible Benchmark for Building Comparative Studies of Image Denoisers","display_name":"Opendenoising: An Extensible Benchmark for Building Comparative Studies of Image Denoisers","publication_year":2020,"publication_date":"2020-04-09","ids":{"openalex":"https://openalex.org/W3007857552","doi":"https://doi.org/10.1109/icassp40776.2020.9053937","mag":"3007857552"},"language":"en","primary_location":{"id":"doi:10.1109/icassp40776.2020.9053937","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp40776.2020.9053937","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1910.08328","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044627482","display_name":"Florian Lemarchand","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/I28221208","display_name":"Institut National des Sciences Appliqu\u00e9es de Rennes","ror":"https://ror.org/04xaa4j22","country_code":"FR","type":"education","lineage":["https://openalex.org/I28221208"]},{"id":"https://openalex.org/I4210100151","display_name":"Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique","ror":"https://ror.org/013q33h79","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210095849","https://openalex.org/I4210100151","https://openalex.org/I56067802","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Florian Lemarchand","raw_affiliation_strings":["INSA Rennes, IETR - UMR CNRS 6164, Univ. Rennes"],"affiliations":[{"raw_affiliation_string":"INSA Rennes, IETR - UMR CNRS 6164, Univ. Rennes","institution_ids":["https://openalex.org/I4210100151","https://openalex.org/I28221208","https://openalex.org/I56067802","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042733938","display_name":"Eduardo Fernandes Montesuma","orcid":"https://orcid.org/0000-0003-3850-4602"},"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/I28221208","display_name":"Institut National des Sciences Appliqu\u00e9es de Rennes","ror":"https://ror.org/04xaa4j22","country_code":"FR","type":"education","lineage":["https://openalex.org/I28221208"]},{"id":"https://openalex.org/I4210100151","display_name":"Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique","ror":"https://ror.org/013q33h79","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210095849","https://openalex.org/I4210100151","https://openalex.org/I56067802","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Eduardo Fernandes Montesuma","raw_affiliation_strings":["INSA Rennes, IETR - UMR CNRS 6164, Univ. Rennes"],"affiliations":[{"raw_affiliation_string":"INSA Rennes, IETR - UMR CNRS 6164, Univ. Rennes","institution_ids":["https://openalex.org/I4210100151","https://openalex.org/I28221208","https://openalex.org/I56067802","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046104895","display_name":"Maxime Pelcat","orcid":"https://orcid.org/0000-0002-1158-0915"},"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/I28221208","display_name":"Institut National des Sciences Appliqu\u00e9es de Rennes","ror":"https://ror.org/04xaa4j22","country_code":"FR","type":"education","lineage":["https://openalex.org/I28221208"]},{"id":"https://openalex.org/I4210100151","display_name":"Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique","ror":"https://ror.org/013q33h79","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210095849","https://openalex.org/I4210100151","https://openalex.org/I56067802","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Maxime Pelcat","raw_affiliation_strings":["INSA Rennes, IETR - UMR CNRS 6164, Univ. Rennes"],"affiliations":[{"raw_affiliation_string":"INSA Rennes, IETR - UMR CNRS 6164, Univ. Rennes","institution_ids":["https://openalex.org/I4210100151","https://openalex.org/I28221208","https://openalex.org/I56067802","https://openalex.org/I1294671590"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110437840","display_name":"Erwan Nogues","orcid":"https://orcid.org/0000-0002-0976-4846"},"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/I28221208","display_name":"Institut National des Sciences Appliqu\u00e9es de Rennes","ror":"https://ror.org/04xaa4j22","country_code":"FR","type":"education","lineage":["https://openalex.org/I28221208"]},{"id":"https://openalex.org/I4210100151","display_name":"Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique","ror":"https://ror.org/013q33h79","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210095849","https://openalex.org/I4210100151","https://openalex.org/I56067802","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Erwan Nogues","raw_affiliation_strings":["INSA Rennes, IETR - UMR CNRS 6164, Univ. Rennes"],"affiliations":[{"raw_affiliation_string":"INSA Rennes, IETR - UMR CNRS 6164, Univ. Rennes","institution_ids":["https://openalex.org/I4210100151","https://openalex.org/I28221208","https://openalex.org/I56067802","https://openalex.org/I1294671590"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5044627482"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210100151","https://openalex.org/I56067802"],"apc_list":null,"apc_paid":null,"fwci":0.5862,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.67814412,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"9906","issue":null,"first_page":"2648","last_page":"2652"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10688","display_name":"Image and Signal Denoising Methods","score":0.9998000264167786,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9998000264167786,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9886000156402588,"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":0.9882000088691711,"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/benchmark","display_name":"Benchmark (surveying)","score":0.8020268678665161},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7869662642478943},{"id":"https://openalex.org/keywords/extensibility","display_name":"Extensibility","score":0.7179021239280701},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5681354999542236},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.3365755081176758},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3311934769153595},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3091214597225189},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.17894914746284485},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1031309962272644}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.8020268678665161},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7869662642478943},{"id":"https://openalex.org/C32833848","wikidata":"https://www.wikidata.org/wiki/Q4115054","display_name":"Extensibility","level":2,"score":0.7179021239280701},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5681354999542236},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.3365755081176758},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3311934769153595},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3091214597225189},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.17894914746284485},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1031309962272644},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icassp40776.2020.9053937","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp40776.2020.9053937","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1910.08328","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1910.08328","pdf_url":"https://arxiv.org/pdf/1910.08328","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1910.08328","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1910.08328","pdf_url":"https://arxiv.org/pdf/1910.08328","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/12","score":0.5099999904632568,"display_name":"Responsible consumption and production"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1997147589","https://openalex.org/W2030649676","https://openalex.org/W2033755846","https://openalex.org/W2055786571","https://openalex.org/W2056370875","https://openalex.org/W2108598243","https://openalex.org/W2121927366","https://openalex.org/W2131284918","https://openalex.org/W2145094598","https://openalex.org/W2331128040","https://openalex.org/W2508457857","https://openalex.org/W2520164769","https://openalex.org/W2793146153","https://openalex.org/W2795722336","https://openalex.org/W2902857081","https://openalex.org/W2962767526","https://openalex.org/W2963494934","https://openalex.org/W2964046669","https://openalex.org/W2964204553","https://openalex.org/W2997574889","https://openalex.org/W3007123499","https://openalex.org/W3145537777","https://openalex.org/W4239072543","https://openalex.org/W6681096077","https://openalex.org/W6726381175","https://openalex.org/W6749271710","https://openalex.org/W6749894445","https://openalex.org/W6774338386"],"related_works":["https://openalex.org/W1948607442","https://openalex.org/W3004004161","https://openalex.org/W2044615423","https://openalex.org/W4247766898","https://openalex.org/W4244765761","https://openalex.org/W2361584951","https://openalex.org/W2378211422","https://openalex.org/W2365327041","https://openalex.org/W4225348249","https://openalex.org/W31122515"],"abstract_inverted_index":{"Image":[0],"denoising":[1,62],"has":[2],"recently":[3],"taken":[4],"a":[5,60,68,101,148],"leap":[6],"forward":[7],"due":[8],"to":[9,57,85,94],"machine":[10],"learning.":[11],"However,":[12],"image":[13,103],"denoisers,":[14,73],"both":[15],"expert-based":[16],"and":[17,87,106],"learning-based,":[18],"are":[19,127],"mostly":[20],"tested":[21,116],"on":[22,30,50,138],"well-behaved":[23],"generated":[24],"noises":[25],"(usually":[26],"Gaussian)":[27],"rather":[28],"than":[29],"real-life":[31],"noises,":[32],"making":[33],"performance":[34,48],"comparisons":[35],"difficult":[36],"in":[37],"real-world":[38,102],"conditions.":[39],"This":[40],"is":[41,64,92,108,136],"especially":[42],"true":[43],"for":[44,59,100,147],"learning-based":[45],"denoisers":[46],"which":[47,55],"depends":[49],"training":[51],"data.":[52],"Hence,":[53],"choosing":[54],"method":[56],"use":[58],"specific":[61],"problem":[63],"difficult.This":[65],"paper":[66],"proposes":[67],"comparative":[69],"study":[70],"of":[71,114,122,133],"existing":[72],"as":[74,76],"well":[75],"an":[77],"extensible":[78],"open":[79],"tool":[80],"that":[81],"makes":[82],"it":[83],"possible":[84],"reproduce":[86],"extend":[88],"the":[89,109,115,120,145],"study.":[90],"MWCNN":[91],"shown":[93],"outperform":[95],"other":[96],"methods":[97,139],"when":[98],"trained":[99],"interception":[104],"noise,":[105],"additionally":[107],"second":[110],"least":[111],"compute":[112],"hungry":[113],"methods.":[117],"To":[118],"evaluate":[119],"robustness":[121],"conclusions,":[123],"three":[124],"test":[125],"sets":[126],"compared.":[128],"A":[129],"Kendall's":[130],"Tau":[131],"correlation":[132],"only":[134],"60%":[135],"obtained":[137],"ranking":[140],"between":[141],"noise":[142],"types,":[143],"demonstrating":[144],"need":[146],"benchmarking":[149],"tool.":[150]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2020-03-06T00:00:00"}
