Published April 15, 2022
| Version 1.0
Dataset
Open
DCASE 2022 Challenge Task 2 Additional Training Dataset
Creators
- 1. Hitachi, Ltd.
- 2. Google, Inc.
- 3. NTT Corporation
Description
Description
This dataset is the "additional training dataset" for the DCASE 2022 Challenge Task 2 "Unsupervised Anomalous Sound Detection for Machine Condition Monitoring Applying Domain Generalization Techniques".
Condition of use
This dataset was created jointly by Hitachi, Ltd. and NTT Corporation and is available under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) license.
Citation
If you use this dataset, please cite all the following three papers.
- Kota Dohi, Keisuke Imoto, Noboru Harada, Daisuke Niizumi, Yuma Koizumi, Tomoya Nishida, Harsh Purohit, Takashi Endo, Masaaki Yamamoto, Yohei Kawaguchi, Description and Discussion on DCASE 2022 Challenge Task 2: Unsupervised Anomalous Sound Detection for Machine Condition Monitoring Applying Domain Generalization Techniques. In arXiv e-prints: 2206.05876, 2022. [URL]
- Kota Dohi, Tomoya Nishida, Harsh Purohit, Ryo Tanabe, Takashi Endo, Masaaki Yamamoto, Yuki Nikaido, and Yohei Kawaguchi. MIMII DG: sound dataset for malfunctioning industrial machine investigation and inspection for domain generalization task. In arXiv e-prints: 2205.13879, 2022. [URL]
- Noboru Harada, Daisuke Niizumi, Daiki Takeuchi, Yasunori Ohishi, Masahiro Yasuda, and Shoichiro Saito. ToyADMOS2: another dataset of miniature-machine operating sounds for anomalous sound detection under domain shift conditions. In Proceedings of the 6th Detection and Classification of Acoustic Scenes and Events 2021 Workshop (DCASE2021), 1–5. Barcelona, Spain, November 2021. [URL]
Contact
If there is any problem, please contact us:
- Kota Dohi, kota.dohi.gr@hitachi.com
- Daisuke Niizumi, daisuke.niizumi.dt@hco.ntt.co.jp
- Yohei Kawaguchi, yohei.kawaguchi.xk@hitachi.com
- Keisuke Imoto, keisuke.imoto@ieee.org
Files
eval_data_bearing_train.zip
Files
(5.2 GB)
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