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

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

22 October 2018
Yuma Koizumi
Shoichiro Saito
Hisashi Uematsu
Noboru Harada
    AAML
ArXiv (abs)PDFHTML

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
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
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
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
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
Zero-shot domain adaptation of anomalous samples for semi-supervised anomaly detection
Tomoya Nishida
Takashi Endo
Yohei Kawaguchi
47
1
0
05 Apr 2023
Zero-shot Sound Event Classification Using a Sound Attribute Vector with
  Global and Local Feature Learning
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
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
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
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
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
Hierarchical Conditional Variational Autoencoder Based Acoustic Anomaly Detection
Harsh Purohit
Takashi Endo
Masaaki Yamamoto
Yohei Kawaguchi
DRL
23
8
0
11 Jun 2022
MIMII DG: Sound Dataset for Malfunctioning Industrial Machine
  Investigation and Inspection for Domain Generalization Task
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
106
75
0
27 May 2022
Anomalous Sound Detection Based on Machine Activity Detection
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
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
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
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
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
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
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
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
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
100
19
0
14 Mar 2021
Anomalous Sound Detection with Machine Learning: A Systematic Review
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
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
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
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
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
50
22
0
25 Sep 2020
A Unifying Review of Deep and Shallow Anomaly Detection
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
150
806
0
24 Sep 2020
Effects of Word-frequency based Pre- and Post- Processings for Audio
  Captioning
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
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
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
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
Anomalous Sound Detection using unsupervised and semi-supervised autoencoders and gammatone audio representation
Sergi Perez-Castanos
Javier Naranjo-Alcazar
P. Zuccarello
M. Cobos
28
13
0
27 Jun 2020
Deep Dense and Convolutional Autoencoders for Unsupervised Anomaly
  Detection in Machine Condition Sounds
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
35
29
0
18 Jun 2020
Description and Discussion on DCASE2020 Challenge Task2: Unsupervised
  Anomalous Sound Detection for Machine Condition Monitoring
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
109
188
0
10 Jun 2020
Sound Event Detection by Multitask Learning of Sound Events and Scenes
  with Soft Scene Labels
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
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
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
ToyADMOS: A Dataset of Miniature-Machine Operating Sounds for Anomalous Sound Detection
Yuma Koizumi
Shoichiro Saito
Hisashi Uematsu
Noboru Harada
Keisuke Imoto
66
181
0
09 Aug 2019
Sound source detection, localization and classification using
  consecutive ensemble of CRNN models
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
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
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
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