38. [Dehak+ 2011] N. Dehak, P. J. Kenny, R. Dehak, P. Dumouchel, P. Ouellet, “Front-end factor analysis for
speaker verification,” IEEE Trans. Audio, Speech, Lang. Process., Vol. 19, No. 4, pp. 788‒798, 2011.
[Dohi+ 2022] K. Dohi, K. Imoto, N. Harada, D. Niizumi, Y. Koizumi, T. Nishida, H. Purohit, T. Endo, M.
Yamamoto, Y. Kawaguchi, “Description and discussion on DCASE 2022 challenge task 2: unsupervised
anomalous sound detection for machine condition monitoring applying domain generalization techniques,”
Proc. DCASE 2020 Workshop, 5 pages, 2020.
[Giri+ 2020] R. Giri, S. V. Tenneti, F. Cheng, K. Helwani, U. Isik, A. Krishnaswamy, “Self-supervised
classification for detecting anomalous sounds,” Proc. DCASE 2020 Workshop, pp. 46‒50, 2020.
[Hayashi+ 2018] T. Hayashi, T. Komatsu, R. Kondo, T. Toda, K. Takeda, “Anomalous sound event detection
based on WaveNet,” Proc. EUSIPCO, pp. 2508-2512, 2018.
[Hendrycks+ 2019] D. Hendrycks, M. Mazeika, T.G. Dietterich, “Deep anomaly detection with outlier
exposure,” Proc. ICLR, 18 pages, 2019.
[Kawaguchi+ 2021] Y. Kawaguchi, K. Imoto, Y. Koizumi, N. Harada, D. Niizumi, K. Dohi, R. Tanabe, H.
Purohit, T. Endo, “Description and discussion on DCASE 2021 challenge task 2: unsupervised anomalous
sound detection for machine condition monitoring under domain shifted conditions,” Proc. DCASE 2021
Workshop, pp. 186-190, 2021.
[Koizumi+ 2020] Y. Koizumi, Y. Kawaguchi, K. Imoto, T. Nakamura, Y. Nikaido, R. Tanabe, H. Purohit, K.
Suefusa, T. Endo, M. Yasuda, N. Harada, “Description and discussion on DCASE2020 challenge task2:
unsupervised anomalous sound detection for machine condition monitoring,” Proc. DCASE 2020 Workshop,
pp. 81-85, 2020.
[Komatsu+ 2019] T. Komatsu, T. Hayashi, R. Kondo, T. Toda, K. Takeda, “Scene-dependent anomalous
acoustic-event detection based on conditional WaveNet and i-Vector,” Proc. IEEE ICASSP, pp. 870-874, 2019.
[Kuroyanagi+ 2021a] I. Kuroyanagi, T. Hayashi, K. Takeda, T. Toda, “Anomalous sound detection using a
binary classification model and class centroids,” Proc. EUSIPCO, pp. 1995-1999, Aug. 2021.
参考⽂献
参考⽂献:1
39. [Kuroyanagi+ 2021b] I. Kuroyanagi, T. Hayashi, Y. Adachi, T. Yoshimura, K. Takeda, T. Toda, “An ensemble
approach to anomalous sound detection based on conformer-based autoencoder and binary classifier
incorporated with metric learning,” Proc. DCASE 2021 Workshop, pp. 110-114, 2021.
[Kuroyanagi+ 2022a] I. Kuroyanagi, T. Hayashi, K. Takeda, T. Toda, “Two-stage anomalous sound detection
systems using domain generalization and specialization techniques,” Tech. Rep., DCASE 2022 Task 2, 5
pages, 2022.
[Kuroyanagi+ 2022b] I. Kuroyanagi, T. Hayashi, K. Takeda, T. Toda, “Improvement of serial approach to
anomalous sound detection by incorporating two binary cross-entropies for outlier exposure,” Proc. EUSIPCO,
pp. 294-298, 2022.
[Lopez+ 2021] J.A. Lopez, G. Stemmer, P. Lopez-Meyer, P.S. Singh, J.A. del Hoyo Ontiveros, H.A. Courdourier,
“Ensemble of complementary anomaly detectors under domain shifted conditions,” Proc. DCASE 2021
Workshop, pp. 11-15, 2021.
[Morita+ 2021] K. Morita, T. Yano, and K. Tran, “Anomalous sound detection using CNN-based features by
self supervised learning,” Tech. Rep. DCASE2021 Challenge, 3 pages, 2021.
[Primus+ 2020] P. Primus, V. Haunschmid, P. Praher, G. Widmer, “Anomalous sound detection as a simple
binary classification problem with careful selection of proxy outlier examples,” Proc. DCASE 2020 Workshop,
pp. 170‒174, 2020.
[van den Oord+ 2016] A. van den Oord, S. Dieleman, H. Zen, K. Simonyan, O. Vinyals, A. Graves, N.
Kalchbrenner, A. W. Senior, K. Kavukcuoglu, “WaveNet: a generative model for raw audio,” arXiv preprint,
arXiv:1609.03499, 15 pages, 2016.
[Zeng+ 2022] Y. Zeng, H. Liu, L. Xue, Y. Zhou, L. Gan, “Robust anomaly sound detection framework for
machine condition monitoring,” Tech. Rep. DCASE2022 Challenge, 3 pages, 2022.
参考⽂献
参考⽂献:2