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Anomalous Sound Detection Based on Sound Separation


May 25, 2023
Kanta Shimonishi, Kota Dohi, Yohei Kawaguchi

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* Accepted to INTERSPEECH2023 

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Description and Discussion on DCASE 2023 Challenge Task 2: First-Shot Unsupervised Anomalous Sound Detection for Machine Condition Monitoring


May 13, 2023
Kota Dohi, Keisuke Imoto, Noboru Harada, Daisuke Niizumi, Yuma Koizumi, Tomoya Nishida, Harsh Purohit, Ryo Tanabe, Takashi Endo, Yohei Kawaguchi

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* anomaly detection, acoustic condition monitoring, domain shift, first-shot problem, DCASE Challenge. arXiv admin note: substantial text overlap with arXiv:2206.05876, arXiv:2106.04492 

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Zero-shot domain adaptation of anomalous samples for semi-supervised anomaly detection


Apr 05, 2023
Tomoya Nishida, Takashi Endo, Yohei Kawaguchi

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Updating Only Encoders Prevents Catastrophic Forgetting of End-to-End ASR Models


Jul 01, 2022
Yuki Takashima, Shota Horiguchi, Shinji Watanabe, Paola García, Yohei Kawaguchi

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* Accepted for Interspeech 2022 

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Description and Discussion on DCASE 2022 Challenge Task 2: Unsupervised Anomalous Sound Detection for Machine Condition Monitoring Applying Domain Generalization Techniques


Jun 13, 2022
Kota Dohi, Keisuke Imoto, Noboru Harada, Daisuke Niizumi, Yuma Koizumi, Tomoya Nishida, Harsh Purohit, Takashi Endo, Masaaki Yamamoto, Yohei Kawaguchi

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* arXiv admin note: substantial text overlap with arXiv:2106.04492 

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Hierarchical Conditional Variational Autoencoder Based Acoustic Anomaly Detection


Jun 11, 2022
Harsh Purohit, Takashi Endo, Masaaki Yamamoto, Yohei Kawaguchi

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Online Neural Diarization of Unlimited Numbers of Speakers


Jun 06, 2022
Shota Horiguchi, Shinji Watanabe, Paola Garcia, Yuki Takashima, Yohei Kawaguchi

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MIMII DG: Sound Dataset for Malfunctioning Industrial Machine Investigation and Inspection for Domain Generalization Task


May 27, 2022
Kota Dohi, Tomoya Nishida, Harsh Purohit, Ryo Tanabe, Takashi Endo, Masaaki Yamamoto, Yuki Nikaido, Yohei Kawaguchi

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Anomalous Sound Detection Based on Machine Activity Detection


Apr 15, 2022
Tomoya Nishida, Kota Dohi, Takashi Endo, Masaaki Yamamoto, Yohei Kawaguchi

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* 5 pages, 2 figures, 1 table 

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Environmental Sound Extraction Using Onomatopoeia


Dec 02, 2021
Yuki Okamoto, Shota Horiguchi, Masaaki Yamamoto, Keisuke Imoto, Yohei Kawaguchi

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* Submitted to ICASSP2022 

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