Publication
Automatic Acoustic Scene Classification
| Summary: | This paper presents a baseline system for automatic acoustic scene classification based on the audio signals alone. The proposed method is derived from classic, content-based, music classification approaches, and consists in a feature extraction phase followed by two dimensionality reduction steps (PCA and LDA) and a classification phase done using a k nearest-neighbors algorithm.This paper also reports on how our system performed in the context of the DCASE 2016 challenge, for the acoustic scene classification task. |
|---|---|
| Main Authors: | Marques, Gonçalo Caetano |
| Other Authors: | Langlois, Thibault |
| Subject: | Machine Learning Music Information Retrieval |
| Year: | 2017 |
| Country: | Portugal |
| Document type: | article |
| Access type: | unknown |
| Associated institution: | Instituto Superior de Engenharia de Lisboa |
| Language: | English |
| Origin: | i-ETC : ISEL Academic Journal of Electronics Telecommunications and Computers |
| _version_ | 1880629808806756352 |
|---|---|
| author | Marques, Gonçalo Caetano |
| author2 | Langlois, Thibault |
| author2_role | author |
| author_facet | Marques, Gonçalo Caetano Langlois, Thibault |
| author_role | author |
| country_str | PT |
| creators_json_txt | [{\"Person.name\":\"Marques, Gonçalo Caetano\"},{\"Person.name\":\"Langlois, Thibault\"}] |
| datacite.creators.creator.creatorName.fl_str_mv | Marques, Gonçalo Caetano Langlois, Thibault |
| datacite.rights.fl_str_mv | http://purl.org/coar/access_right/c_abf2 |
| datacite.subjects.subject.fl_str_mv | Machine Learning Music Information Retrieval |
| datacite.titles.title.fl_str_mv | Automatic Acoustic Scene Classification |
| dc.creator.none.fl_str_mv | Marques, Gonçalo Caetano Langlois, Thibault |
| dc.format.none.fl_str_mv | application/pdf |
| dc.identifier.none.fl_str_mv | https://doi.org/10.34629/ipl.isel.i-ETC.35 |
| dc.language.none.fl_str_mv | eng |
| dc.publisher.none.fl_str_mv | ISEL - High Institute of Engineering of Lisbon |
| dc.rights.none.fl_str_mv | http://purl.org/coar/access_right/c_abf2 |
| dc.source.none.fl_str_mv | i-ETC : ISEL Academic Journal of Electronics Telecommunications and Computers; Vol. 3 No. 1 (2017): The CETC2016 Issue (A); ID-2 i-ETC : ISEL Academic Journal of Electronics Telecommunications and Computers; Vol. 3 N.º 1 (2017): The CETC2016 Issue (A); ID-2 2182-4010 |
| dc.subject.none.fl_str_mv | Machine Learning Music Information Retrieval |
| dc.title.fl_str_mv | Automatic Acoustic Scene Classification |
| dc.type.none.fl_str_mv | http://purl.org/coar/resource_type/c_6501 |
| description | This paper presents a baseline system for automatic acoustic scene classification based on the audio signals alone. The proposed method is derived from classic, content-based, music classification approaches, and consists in a feature extraction phase followed by two dimensionality reduction steps (PCA and LDA) and a classification phase done using a k nearest-neighbors algorithm.This paper also reports on how our system performed in the context of the DCASE 2016 challenge, for the acoustic scene classification task. |
| dirty | 0 |
| eu_rights_str_mv | unknown |
| format | article |
| id | ietc_9b0da07037a767ee49ba00697b79bc86 |
| identifier.doi.fl_str_mv | https://doi.org/10.34629/ipl.isel.i-ETC.35 |
| inst_facet_str | urn:organizationAcronym:isel{{{_:::_}}}Instituto Superior de Engenharia de Lisboa |
| instacron_str | isel |
| institution | Instituto Superior de Engenharia de Lisboa |
| instname_str | Instituto Superior de Engenharia de Lisboa |
| language | eng |
| network_acronym_str | ietc |
| network_name_str | i-ETC : ISEL Academic Journal of Electronics Telecommunications and Computers |
| oai_identifier_str | oai:ojs.pkp.sfu.ca:article/35 |
| organization_str_mv | urn:organizationAcronym:isel |
| person_str_mv | Marques, Gonçalo Caetano Langlois, Thibault |
| publishDate | 2017 |
| publisher.none.fl_str_mv | ISEL - High Institute of Engineering of Lisbon |
| repo_facet_str | urn:repositoryAcronym:ietc{{{_:::_}}}i-ETC : ISEL Academic Journal of Electronics Telecommunications and Computers |
| reponame_str | i-ETC : ISEL Academic Journal of Electronics Telecommunications and Computers |
| repository_id_str | urn:repositoryAcronym:ietc |
| service_str_mv | urn:repositoryAcronym:ietc |
| spelling | enAutomatic Acoustic Scene ClassificationMarques, Gonçalo CaetanoLanglois, ThibaultMachine LearningMusic Information RetrievalCopyright (c) 2017 Gonçalo Caetano Marqueshttp://purl.org/coar/access_right/c_abf2https://doi.org/10.34629/ipl.isel.i-ETC.35DOIhttps://journals.isel.pt/index.php/i-ETC/article/view/35URLHasVersionhttps://journals.isel.pt/index.php/i-ETC/article/view/35/22URLHasVersionhttps://doi.org/10.34629/ipl.isel.i-ETC.35DOI2017-10-26enThis paper presents a baseline system for automatic acoustic scene classification based on the audio signals alone. The proposed method is derived from classic, content-based, music classification approaches, and consists in a feature extraction phase followed by two dimensionality reduction steps (PCA and LDA) and a classification phase done using a k nearest-neighbors algorithm.This paper also reports on how our system performed in the context of the DCASE 2016 challenge, for the acoustic scene classification task.ISEL - High Institute of Engineering of Lisbonapplication/pdfeni-ETC : ISEL Academic Journal of Electronics Telecommunications and Computers; Vol. 3 No. 1 (2017): The CETC2016 Issue (A); ID-2pti-ETC : ISEL Academic Journal of Electronics Telecommunications and Computers; Vol. 3 N.º 1 (2017): The CETC2016 Issue (A); ID-22182-4010engjournal articlehttp://purl.org/coar/resource_type/c_6501literatureVoRhttp://purl.org/coar/version/c_970fb48d4fbd8a85 |
| spellingShingle | Automatic Acoustic Scene Classification Marques, Gonçalo Caetano Machine Learning Music Information Retrieval |
| status | SINGLETON |
| status_str | VoR |
| subject.fl_str_mv | Machine Learning Music Information Retrieval |
| title | Automatic Acoustic Scene Classification |
| title_full | Automatic Acoustic Scene Classification |
| title_fullStr | Automatic Acoustic Scene Classification |
| title_full_unstemmed | Automatic Acoustic Scene Classification |
| title_short | Automatic Acoustic Scene Classification |
| title_sort | Automatic Acoustic Scene Classification |
| topic | Machine Learning Music Information Retrieval |
| topic_facet | Machine Learning Music Information Retrieval |
| url | https://doi.org/10.34629/ipl.isel.i-ETC.35 |
| visible | 1 |
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