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Diversity-Robust Acoustic Feature Signatures Based on Multiscale Fractal Dimension for Similarity Search of Environmental Sounds
https://scu.repo.nii.ac.jp/records/246
https://scu.repo.nii.ac.jp/records/246aa733713-8bc7-4668-a7f5-a24bad3d196a
| 名前 / ファイル | ライセンス | アクション |
|---|---|---|
IEICE Transactions on Information and Systems _E104.D(10) (3.3 MB)
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Copyright(c)2021 須之内元洋、吉岡 真冶、電子情報通信学会
Copyright(c)2021by Sunouchi Motohiro, Yoshioka Masaharu, The Institute of Electronics, Information and Communication Engineers |
| Item type | 学術雑誌論文 / Journal Article(1) | |||||||||||||||||
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| 公開日 | 2022-03-17 | |||||||||||||||||
| タイトル | ||||||||||||||||||
| タイトル | Diversity-Robust Acoustic Feature Signatures Based on Multiscale Fractal Dimension for Similarity Search of Environmental Sounds | |||||||||||||||||
| 言語 | en | |||||||||||||||||
| 言語 | ||||||||||||||||||
| 言語 | eng | |||||||||||||||||
| キーワード | ||||||||||||||||||
| 主題Scheme | Other | |||||||||||||||||
| 主題 | https://ci.nii.ac.jp/keyword/environmental sound analysis | |||||||||||||||||
| キーワード | ||||||||||||||||||
| 主題Scheme | Other | |||||||||||||||||
| 主題 | https://ci.nii.ac.jp/keyword/fractals | |||||||||||||||||
| キーワード | ||||||||||||||||||
| 主題Scheme | Other | |||||||||||||||||
| 主題 | https://ci.nii.ac.jp/keyword/content-based retrieval | |||||||||||||||||
| キーワード | ||||||||||||||||||
| 主題Scheme | Other | |||||||||||||||||
| 主題 | https://ci.nii.ac.jp/keyword/feature extraction | |||||||||||||||||
| キーワード | ||||||||||||||||||
| 言語 | en | |||||||||||||||||
| 主題Scheme | Other | |||||||||||||||||
| 主題 | https://ci.nii.ac.jp/keyword/environmental sound analysis | |||||||||||||||||
| キーワード | ||||||||||||||||||
| 言語 | en | |||||||||||||||||
| 主題Scheme | Other | |||||||||||||||||
| 主題 | https://ci.nii.ac.jp/keyword/fractals | |||||||||||||||||
| キーワード | ||||||||||||||||||
| 言語 | en | |||||||||||||||||
| 主題Scheme | Other | |||||||||||||||||
| 主題 | https://ci.nii.ac.jp/keyword/content-based retrieval | |||||||||||||||||
| キーワード | ||||||||||||||||||
| 言語 | en | |||||||||||||||||
| 主題Scheme | Other | |||||||||||||||||
| 主題 | https://ci.nii.ac.jp/keyword/feature extraction | |||||||||||||||||
| 資源タイプ | ||||||||||||||||||
| 資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||||||||||||||
| 資源タイプ | journal article | |||||||||||||||||
| 著者 |
須之内, 元洋
× 須之内, 元洋
× 吉岡, 真冶
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| 抄録 | ||||||||||||||||||
| 内容記述タイプ | Abstract | |||||||||||||||||
| 内容記述 | <p>This paper proposes new acoustic feature signatures based on the multiscale fractal dimension (MFD), which are robust against the diversity of environmental sounds, for the content-based similarity search. The diversity of sound sources and acoustic compositions is a typical feature of environmental sounds. Several acoustic features have been proposed for environmental sounds. Among them is the widely-used Mel-Frequency Cepstral Coefficients (MFCCs), which describes frequency-domain features. However, in addition to these features in the frequency domain, environmental sounds have other important features in the time domain with various time scales. In our previous paper, we proposed enhanced multiscale fractal dimension signature (EMFD) for environmental sounds. This paper extends EMFD by using the kernel density estimation method, which results in better performance of the similarity search tasks. Furthermore, it newly proposes another acoustic feature signature based on MFD, namely very-long-range multiscale fractal dimension signature (MFD-VL). The MFD-VL signature describes several features of the time-varying envelope for long periods of time. The MFD-VL signature has stability and robustness against background noise and small fluctuations in the parameters of sound sources, which are produced in field recordings. We discuss the effectiveness of these signatures in the similarity sound search by comparing with acoustic features proposed in the DCASE 2018 challenges. Due to the unique descriptiveness of our proposed signatures, we confirmed the signatures are effective when they are used with other acoustic features.</p> | |||||||||||||||||
| 内容記述 | ||||||||||||||||||
| 内容記述タイプ | Other | |||||||||||||||||
| 言語 | en | |||||||||||||||||
| 書誌情報 |
IEICE Transactions on Information and Systems en : IEICE Transactions on Information and Systems 巻 104, 号 10, p. 1734-1748, 発行日 2021-10 |
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| 出版者 | ||||||||||||||||||
| 出版者 | 一般社団法人 電子情報通信学会 | |||||||||||||||||
| ISSN | ||||||||||||||||||
| 収録物識別子タイプ | EISSN | |||||||||||||||||
| 収録物識別子 | 0916-8532 | |||||||||||||||||
| 論文ID（NAID） | ||||||||||||||||||
| 内容記述タイプ | Other | |||||||||||||||||
| 内容記述 | 130008095607 | |||||||||||||||||
| DOI | ||||||||||||||||||
| 関連タイプ | isIdenticalTo | |||||||||||||||||
| 識別子タイプ | DOI | |||||||||||||||||
| 関連識別子 | 10.1587/transinf.2021EDP7016 | |||||||||||||||||
| 権利 | ||||||||||||||||||
| 権利情報 | Copyright(c)2021 須之内元洋、吉岡 真冶、電子情報通信学会 | |||||||||||||||||
| 権利 | ||||||||||||||||||
| 権利情報 | Copyright(c)2021by Sunouchi Motohiro, Yoshioka Masaharu, The Institute of Electronics, Information and Communication Engineers | |||||||||||||||||
| 著者版フラグ | ||||||||||||||||||
| 出版タイプ | VoR | |||||||||||||||||
| 出版タイプResource | http://purl.org/coar/version/c_970fb48d4fbd8a85 | |||||||||||||||||
