{"id":"https://openalex.org/W4312793361","doi":"https://doi.org/10.1109/mmsp55362.2022.9949148","title":"Subjective Evaluation of Deep Neural Network Based Speech Enhancement Systems in Real-World Conditions","display_name":"Subjective Evaluation of Deep Neural Network Based Speech Enhancement Systems in Real-World Conditions","publication_year":2022,"publication_date":"2022-09-26","ids":{"openalex":"https://openalex.org/W4312793361","doi":"https://doi.org/10.1109/mmsp55362.2022.9949148"},"language":"en","primary_location":{"id":"doi:10.1109/mmsp55362.2022.9949148","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mmsp55362.2022.9949148","pdf_url":null,"source":{"id":"https://openalex.org/S4363605768","display_name":"2022 IEEE 24th International Workshop on Multimedia Signal Processing (MMSP)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 24th International Workshop on Multimedia Signal Processing (MMSP)","raw_type":"proceedings-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/A5001429662","display_name":"Gaurav Naithani","orcid":"https://orcid.org/0000-0001-6622-6457"},"institutions":[{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Gaurav Naithani","raw_affiliation_strings":["Tampere University,Audio Research Group,Tampere,Finland","Audio Research Group, Tampere University, Tampere, Finland"],"affiliations":[{"raw_affiliation_string":"Tampere University,Audio Research Group,Tampere,Finland","institution_ids":["https://openalex.org/I166825849"]},{"raw_affiliation_string":"Audio Research Group, Tampere University, Tampere, Finland","institution_ids":["https://openalex.org/I166825849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039863177","display_name":"Kirsi Pietil\u00e4","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kirsi Pietila","raw_affiliation_strings":["Huawei Tampere,Wireless Headset Audio Lab,Tampere,Finland","Wireless Headset Audio Lab, Huawei Tampere, Tampere, Finland"],"affiliations":[{"raw_affiliation_string":"Huawei Tampere,Wireless Headset Audio Lab,Tampere,Finland","institution_ids":[]},{"raw_affiliation_string":"Wireless Headset Audio Lab, Huawei Tampere, Tampere, Finland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013108327","display_name":"R. Niemisto","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Riitta Niemisto","raw_affiliation_strings":["Huawei Tampere,Wireless Headset Audio Lab,Tampere,Finland","Wireless Headset Audio Lab, Huawei Tampere, Tampere, Finland"],"affiliations":[{"raw_affiliation_string":"Huawei Tampere,Wireless Headset Audio Lab,Tampere,Finland","institution_ids":[]},{"raw_affiliation_string":"Wireless Headset Audio Lab, Huawei Tampere, Tampere, Finland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007833403","display_name":"Erkki Paajanen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Erkki Paajanen","raw_affiliation_strings":["Huawei Tampere,Wireless Headset Audio Lab,Tampere,Finland","Wireless Headset Audio Lab, Huawei Tampere, Tampere, Finland"],"affiliations":[{"raw_affiliation_string":"Huawei Tampere,Wireless Headset Audio Lab,Tampere,Finland","institution_ids":[]},{"raw_affiliation_string":"Wireless Headset Audio Lab, Huawei Tampere, Tampere, Finland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081642877","display_name":"Tero Takala","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tero Takala","raw_affiliation_strings":["Huawei Tampere,Wireless Headset Audio Lab,Tampere,Finland","Wireless Headset Audio Lab, Huawei Tampere, Tampere, Finland"],"affiliations":[{"raw_affiliation_string":"Huawei Tampere,Wireless Headset Audio Lab,Tampere,Finland","institution_ids":[]},{"raw_affiliation_string":"Wireless Headset Audio Lab, Huawei Tampere, Tampere, Finland","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049691461","display_name":"Tuomas Virtanen","orcid":"https://orcid.org/0000-0002-4604-9729"},"institutions":[{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Tuomas Virtanen","raw_affiliation_strings":["Tampere University,Audio Research Group,Tampere,Finland","Audio Research Group, Tampere University, Tampere, Finland"],"affiliations":[{"raw_affiliation_string":"Tampere University,Audio Research Group,Tampere,Finland","institution_ids":["https://openalex.org/I166825849"]},{"raw_affiliation_string":"Audio Research Group, Tampere University, Tampere, Finland","institution_ids":["https://openalex.org/I166825849"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5001429662"],"corresponding_institution_ids":["https://openalex.org/I166825849"],"apc_list":null,"apc_paid":null,"fwci":0.1227,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.30300158,"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":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10860","display_name":"Speech and Audio Processing","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10283","display_name":"Hearing Loss and Rehabilitation","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11233","display_name":"Advanced Adaptive Filtering Techniques","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/intelligibility","display_name":"Intelligibility (philosophy)","score":0.753392219543457},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.7515926361083984},{"id":"https://openalex.org/keywords/speech-enhancement","display_name":"Speech enhancement","score":0.7365009188652039},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6820536255836487},{"id":"https://openalex.org/keywords/noise-measurement","display_name":"Noise measurement","score":0.5472511649131775},{"id":"https://openalex.org/keywords/wiener-filter","display_name":"Wiener filter","score":0.5453242659568787},{"id":"https://openalex.org/keywords/background-noise","display_name":"Background noise","score":0.4772922098636627},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.47234049439430237},{"id":"https://openalex.org/keywords/active-listening","display_name":"Active listening","score":0.46950221061706543},{"id":"https://openalex.org/keywords/voice-activity-detection","display_name":"Voice activity detection","score":0.41050195693969727},{"id":"https://openalex.org/keywords/speech-processing","display_name":"Speech processing","score":0.38914409279823303},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.3875807821750641},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2889692783355713},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.20094022154808044},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.10951799154281616},{"id":"https://openalex.org/keywords/communication","display_name":"Communication","score":0.06201550364494324}],"concepts":[{"id":"https://openalex.org/C60048801","wikidata":"https://www.wikidata.org/wiki/Q1433889","display_name":"Intelligibility (philosophy)","level":2,"score":0.753392219543457},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.7515926361083984},{"id":"https://openalex.org/C2776182073","wikidata":"https://www.wikidata.org/wiki/Q7575395","display_name":"Speech enhancement","level":3,"score":0.7365009188652039},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6820536255836487},{"id":"https://openalex.org/C29265498","wikidata":"https://www.wikidata.org/wiki/Q7047719","display_name":"Noise measurement","level":3,"score":0.5472511649131775},{"id":"https://openalex.org/C18537770","wikidata":"https://www.wikidata.org/wiki/Q25523","display_name":"Wiener filter","level":2,"score":0.5453242659568787},{"id":"https://openalex.org/C100675267","wikidata":"https://www.wikidata.org/wiki/Q1371624","display_name":"Background noise","level":2,"score":0.4772922098636627},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.47234049439430237},{"id":"https://openalex.org/C177291462","wikidata":"https://www.wikidata.org/wiki/Q423038","display_name":"Active listening","level":2,"score":0.46950221061706543},{"id":"https://openalex.org/C204201278","wikidata":"https://www.wikidata.org/wiki/Q1332614","display_name":"Voice activity detection","level":3,"score":0.41050195693969727},{"id":"https://openalex.org/C61328038","wikidata":"https://www.wikidata.org/wiki/Q3358061","display_name":"Speech processing","level":2,"score":0.38914409279823303},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.3875807821750641},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2889692783355713},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.20094022154808044},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.10951799154281616},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.06201550364494324},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mmsp55362.2022.9949148","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mmsp55362.2022.9949148","pdf_url":null,"source":{"id":"https://openalex.org/S4363605768","display_name":"2022 IEEE 24th International Workshop on Multimedia Signal Processing (MMSP)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 24th International Workshop on Multimedia Signal Processing (MMSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.6100000143051147,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W79317937","https://openalex.org/W1502398685","https://openalex.org/W1522301498","https://openalex.org/W1552314771","https://openalex.org/W1901129140","https://openalex.org/W1924770834","https://openalex.org/W2035454529","https://openalex.org/W2044893557","https://openalex.org/W2067295501","https://openalex.org/W2078528584","https://openalex.org/W2121973264","https://openalex.org/W2126942983","https://openalex.org/W2127851351","https://openalex.org/W2128653836","https://openalex.org/W2147299274","https://openalex.org/W2158336491","https://openalex.org/W2191779130","https://openalex.org/W2405774341","https://openalex.org/W2481550175","https://openalex.org/W2531409750","https://openalex.org/W2587994092","https://openalex.org/W2771725120","https://openalex.org/W2899771611","https://openalex.org/W2901212597","https://openalex.org/W2918296821","https://openalex.org/W2949756029","https://openalex.org/W2963341071","https://openalex.org/W2965121295","https://openalex.org/W2991015288","https://openalex.org/W3015278429","https://openalex.org/W3096408984","https://openalex.org/W3097906045","https://openalex.org/W3097945073","https://openalex.org/W3140604720","https://openalex.org/W3147539069","https://openalex.org/W3160085755","https://openalex.org/W3162538144","https://openalex.org/W3163464523","https://openalex.org/W3164605550","https://openalex.org/W3174108421","https://openalex.org/W6603280604","https://openalex.org/W6629956514","https://openalex.org/W6631190155","https://openalex.org/W6639824700","https://openalex.org/W6640212811","https://openalex.org/W6756040250","https://openalex.org/W6757632829","https://openalex.org/W6778247133","https://openalex.org/W6792361873"],"related_works":["https://openalex.org/W2106793170","https://openalex.org/W1577562165","https://openalex.org/W2028846388","https://openalex.org/W4295210860","https://openalex.org/W1986772939","https://openalex.org/W4251820777","https://openalex.org/W2438843077","https://openalex.org/W2738829087","https://openalex.org/W2231565466","https://openalex.org/W2373767407"],"abstract_inverted_index":{"Subjective":[0],"evaluation":[1,47],"results":[2],"for":[3],"two":[4],"low-latency":[5],"deep":[6],"neural":[7],"networks":[8],"(DNN)":[9],"are":[10,44],"compared":[11],"to":[12,80],"a":[13,17],"matured":[14],"version":[15],"of":[16,37],"traditional":[18,82],"Wiener-filter":[19,83],"based":[20],"noise":[21,42,55,63,73,92],"suppressor.":[22],"The":[23,46],"target":[24],"use-case":[25],"is":[26,48,68],"real-world":[27],"single-channel":[28],"speech":[29,53,57,89,96],"enhancement":[30],"applications,":[31],"e.g.,":[32],"communications.":[33],"Real-world":[34],"recordings":[35],"consisting":[36],"additive":[38],"stationary":[39],"and":[40,62,91],"non-stationary":[41],"types":[43],"included.":[45],"divided":[49],"into":[50],"four":[51],"outcomes:":[52],"quality,":[54],"transparency,":[56],"intelligibility":[58,97],"or":[59],"listening":[60],"effort,":[61],"level":[64],"w.r.t.":[65],"speech.":[66],"It":[67],"shown":[69],"that":[70],"DNNs":[71],"improve":[72],"suppression":[74],"in":[75,78,88],"all":[76],"conditions":[77],"comparison":[79],"the":[81,100],"baseline":[84],"without":[85],"major":[86],"degradation":[87],"quality":[90],"transparency":[93],"while":[94],"maintaining":[95],"better":[98],"than":[99],"baseline.":[101]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
