Unsupervised Detection of Anomalous Sound based on Deep Learning and the Neyman-Pearson Lemma

22 October 2018

Papers citing "Unsupervised Detection of Anomalous Sound based on Deep Learning and the Neyman-Pearson Lemma"

41 / 41 papers shown

Title
Serial-OE: Anomalous sound detection based on serial method with outlier exposure capable of using small amounts of anomalous data for training Ibuki Kuroyanagi Tomoki Hayashi K. Takeda Tomoki Toda 49 1 0 25 May 2025
Description and Discussion on DCASE 2024 Challenge Task 2: First-Shot Unsupervised Anomalous Sound Detection for Machine Condition Monitoring Tomoya Nishida Noboru Harada Daisuke Niizumi Davide Albertini Roberto Sannino ... Keisuke Imoto Kota Dohi Harsh Purohit Takashi Endo Yohei Kawaguchi 63 13 0 11 Jun 2024
Multi-label Open-set Audio Classification Sripathi Sridhar Mark Cartwright VLM 86 3 0 20 Oct 2023
Description and Discussion on DCASE 2023 Challenge Task 2: First-Shot Unsupervised Anomalous Sound Detection for Machine Condition Monitoring Kota Dohi Keisuke Imoto Noboru Harada Daisuke Niizumi Yuma Koizumi Tomoya Nishida Harsh Purohit Ryo Tanabe Takashi Endo Yohei Kawaguchi 65 42 0 13 May 2023
Zero-shot domain adaptation of anomalous samples for semi-supervised anomaly detection Tomoya Nishida Takashi Endo Yohei Kawaguchi 45 1 0 05 Apr 2023
Zero-shot Sound Event Classification Using a Sound Attribute Vector with Global and Local Feature Learning Yi-Han Lin Xun-Yu Chen R. Takashima T. Takiguchi 50 2 0 18 Mar 2023
First-shot anomaly sound detection for machine condition monitoring: A domain generalization baseline Noboru Harada Daisuke Niizumi Yasunori Ohishi Daiki Takeuchi Masahiro Yasuda 140 33 0 01 Mar 2023
Domain Shift-oriented Machine Anomalous Sound Detection Model Based on Self-Supervised Learning Jinghao Yan Xin Wang Qin Wang Qin Qin Huan Li Pengyi Ye Yue-ping He Jing Zeng 87 1 0 31 Aug 2022
SSDPT: Self-Supervised Dual-Path Transformer for Anomalous Sound Detection in Machine Condition Monitoring Jisheng Bai Jianfeng Chen Mou Wang Muhammad Saad Ayub Qingli Yan 88 16 0 06 Aug 2022
Description and Discussion on DCASE 2022 Challenge Task 2: Unsupervised Anomalous Sound Detection for Machine Condition Monitoring Applying Domain Generalization Techniques Kota Dohi Keisuke Imoto Noboru Harada Daisuke Niizumi Yuma Koizumi Tomoya Nishida Harsh Purohit Takashi Endo Masaaki Yamamoto Yohei Kawaguchi 91 89 0 13 Jun 2022
Hierarchical Conditional Variational Autoencoder Based Acoustic Anomaly Detection Harsh Purohit Takashi Endo Masaaki Yamamoto Yohei Kawaguchi DRL 21 8 0 11 Jun 2022
MIMII DG: Sound Dataset for Malfunctioning Industrial Machine Investigation and Inspection for Domain Generalization Task Kota Dohi Tomoya Nishida Harsh Purohit Ryo Tanabe Takashi Endo Masaaki Yamamoto Yuki Nikaido Yohei Kawaguchi 102 75 0 27 May 2022
Anomalous Sound Detection Based on Machine Activity Detection Tomoya Nishida Kota Dohi Takashi Endo Masaaki Yamamoto Yohei Kawaguchi 54 11 0 15 Apr 2022
Sound Event Triage: Detecting Sound Events Considering Priority of Classes Noriyuki Tonami Keisuke Imoto 72 1 0 13 Apr 2022
Regional-Local Adversarially Learned One-Class Classifier Anomalous Sound Detection in Global Long-Term Space Yuyang Sha J. Faber S. Gou Bonnie M. Liu Wei Li ... T. Steckenreiter D. Vnucec Nadine Wetzstein A. Widl Kai Zhou AAML 60 6 0 26 Feb 2022
Wearable SELD dataset: Dataset for sound event localization and detection using wearable devices around head Kento Nagatomo Masahiro Yasuda Kohei Yatabe Shoichiro Saito Yasuhiro Oikawa 133 9 0 17 Feb 2022
Anomalous Sound Detection using Spectral-Temporal Information Fusion Youde Liu Jian Guan Qiaoxi Zhu Wenwu Wang 76 58 0 14 Jan 2022
A Survey on Proactive Customer Care: Enabling Science and Steps to Realize it Viswanath Ganapathy Sauptik Dhar Olimpiya Saha Pelin Kurt Garberson Javad Heydari Mohak Shah 78 1 0 11 Oct 2021
Description and Discussion on DCASE 2021 Challenge Task 2: Unsupervised Anomalous Sound Detection for Machine Condition Monitoring under Domain Shifted Conditions Yohei Kawaguchi Keisuke Imoto Yuma Koizumi Noboru Harada Daisuke Niizumi Kota Dohi Ryo Tanabe Harsh Purohit Takashi Endo 63 97 0 08 Jun 2021
MIMII DUE: Sound Dataset for Malfunctioning Industrial Machine Investigation and Inspection with Domain Shifts due to Changes in Operational and Environmental Conditions Ryo Tanabe Harsh Purohit Kota Dohi Takashi Endo Yuki Nikaido Toshiki Nakamura Yohei Kawaguchi 143 60 0 06 May 2021
A new interpretable unsupervised anomaly detection method based on residual explanation David F. N. Oliveira L. Vismari A. M. Nascimento J. R. de Almeida P. Cugnasca J. Camargo L. Almeida Rafael Gripp Marcelo M. Neves AAML 96 19 0 14 Mar 2021
Anomalous Sound Detection with Machine Learning: A Systematic Review E. C. Nunes 145 30 0 15 Feb 2021
Audio Captioning using Pre-Trained Large-Scale Language Model Guided by Audio-based Similar Caption Retrieval Yuma Koizumi Yasunori Ohishi Daisuke Niizumi Daiki Takeuchi Masahiro Yasuda 74 41 0 14 Dec 2020
Anomalous Sound Detection as a Simple Binary Classification Problem with Careful Selection of Proxy Outlier Examples Paul Primus Verena Haunschmid Patrick Praher Gerhard Widmer 106 29 0 05 Nov 2020
UAV-AdNet: Unsupervised Anomaly Detection using Deep Neural Networks for Aerial Surveillance Ilker Bozcan Erdal Kayacan 75 27 0 05 Nov 2020
Deep Autoencoding GMM-based Unsupervised Anomaly Detection in Acoustic Signals and its Hyper-parameter Optimization Harsh Purohit Ryo Tanabe Takashi Endo Kaori Suefusa Yuki Nikaido Yohei Kawaguchi 46 22 0 25 Sep 2020
A Unifying Review of Deep and Shallow Anomaly Detection Lukas Ruff Jacob R. Kauffmann Robert A. Vandermeulen G. Montavon Wojciech Samek Marius Kloft Thomas G. Dietterich Klaus-Robert Muller UQCV 148 806 0 24 Sep 2020
Effects of Word-frequency based Pre- and Post- Processings for Audio Captioning Daiki Takeuchi Yuma Koizumi Yasunori Ohishi Noboru Harada K. Kashino 77 27 0 24 Sep 2020
ID-Conditioned Auto-Encoder for Unsupervised Anomaly Detection Slawomir Kapka CML 148 30 0 10 Jul 2020
The NTT DCASE2020 Challenge Task 6 system: Automated Audio Captioning with Keywords and Sentence Length Estimation Yuma Koizumi Daiki Takeuchi Yasunori Ohishi Noboru Harada K. Kashino 115 23 0 01 Jul 2020
A Transformer-based Audio Captioning Model with Keyword Estimation Yuma Koizumi Ryo Masumura Kyosuke Nishida Masahiro Yasuda Shoichiro Saito 114 54 0 01 Jul 2020
Anomalous Sound Detection using unsupervised and semi-supervised autoencoders and gammatone audio representation Sergi Perez-Castanos Javier Naranjo-Alcazar P. Zuccarello M. Cobos 24 13 0 27 Jun 2020
Deep Dense and Convolutional Autoencoders for Unsupervised Anomaly Detection in Machine Condition Sounds Alexandrine Ribeiro Luís Miguel Matos P. Pereira E. C. Nunes André L. Ferreira P. Cortez A. Pilastri 31 29 0 18 Jun 2020
Description and Discussion on DCASE2020 Challenge Task2: Unsupervised Anomalous Sound Detection for Machine Condition Monitoring Yuma Koizumi Yohei Kawaguchi Keisuke Imoto Toshiki Nakamura Yuki Nikaido ... Harsh Purohit Kaori Suefusa Takashi Endo Masahiro Yasuda Noboru Harada 107 188 0 10 Jun 2020
Sound Event Detection by Multitask Learning of Sound Events and Scenes with Soft Scene Labels Keisuke Imoto Noriyuki Tonami Yuma Koizumi Masahiro Yasuda Ryosuke Yamanishi Y. Yamashita 69 38 0 14 Feb 2020
Adaptive Multi-scale Detection of Acoustic Events Wenhao Ding Liang He 52 18 0 15 Nov 2019
MIMII Dataset: Sound Dataset for Malfunctioning Industrial Machine Investigation and Inspection Harsh Purohit Ryo Tanabe K. Ichige Takashi Endo Yuki Nikaido Kaori Suefusa Yohei Kawaguchi 118 310 0 20 Sep 2019
ToyADMOS: A Dataset of Miniature-Machine Operating Sounds for Anomalous Sound Detection Yuma Koizumi Shoichiro Saito Hisashi Uematsu Noboru Harada Keisuke Imoto 64 181 0 09 Aug 2019
Sound source detection, localization and classification using consecutive ensemble of CRNN models Slawomir Kapka M. Lewandowski 122 66 0 02 Aug 2019
Batch Uniformization for Minimizing Maximum Anomaly Score of DNN-based Anomaly Detection in Sounds Yuma Koizumi Shoichiro Saito Masataka Yamaguchi Shin Murata Noboru Harada 76 26 0 19 Jul 2019
AdaFlow: Domain-Adaptive Density Estimator with Application to Anomaly Detection and Unpaired Cross-Domain Translation Masataka Yamaguchi Yuma Koizumi Noboru Harada 91 37 0 14 Dec 2018