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ToyADMOS: A Dataset of Miniature-Machine Operating Sounds for Anomalous
  Sound Detection

ToyADMOS: A Dataset of Miniature-Machine Operating Sounds for Anomalous Sound Detection

9 August 2019
Yuma Koizumi
Shoichiro Saito
Hisashi Uematsu
Noboru Harada
Keisuke Imoto
ArXiv (abs)PDFHTMLGithub (107★)

Papers citing "ToyADMOS: A Dataset of Miniature-Machine Operating Sounds for Anomalous Sound Detection"

44 / 44 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
Acoustic Anomaly Detection on UAM Propeller Defect with Acoustic dataset for Crack of drone Propeller (ADCP)
Juho Lee
Donghyun Yoon
Gumoon Jeong
Hyeoncheol Kim
46
0
0
02 Mar 2025
Fast Data Aware Neural Architecture Search via Supernet Accelerated Evaluation
Fast Data Aware Neural Architecture Search via Supernet Accelerated Evaluation
Emil Njor
Colby R. Banbury
Xenofon Fafoutis
110
0
0
18 Feb 2025
A Review on Self-Supervised Learning for Time Series Anomaly Detection: Recent Advances and Open Challenges
Aitor Sánchez-Ferrera
Borja Calvo
Jose A. Lozano
AI4TS
134
0
0
28 Jan 2025
MLPerf Power: Benchmarking the Energy Efficiency of Machine Learning Systems from Microwatts to Megawatts for Sustainable AI
MLPerf Power: Benchmarking the Energy Efficiency of Machine Learning Systems from Microwatts to Megawatts for Sustainable AI
Arya Tschand
Arun Tejusve Raghunath Rajan
S. Idgunji
Anirban Ghosh
J. Holleman
...
Rowan Taubitz
Sean Zhan
Scott Wasson
David Kanter
Vijay Janapa Reddi
130
3
0
15 Oct 2024
Differentiable Weightless Neural Networks
Differentiable Weightless Neural Networks
Alan T. L. Bacellar
Zachary Susskind
Mauricio Breternitz Jr.
E. John
L. John
P. Lima
F. M. G. França
110
7
0
14 Oct 2024
On TinyML and Cybersecurity: Electric Vehicle Charging Infrastructure
  Use Case
On TinyML and Cybersecurity: Electric Vehicle Charging Infrastructure Use Case
Fatemeh Dehrouyeh
Li Yang
F. Badrkhani Ajaei
Abdallah Shami
100
9
0
25 Apr 2024
Energy-Based Models for Anomaly Detection: A Manifold Diffusion Recovery
  Approach
Energy-Based Models for Anomaly Detection: A Manifold Diffusion Recovery Approach
Sangwoong Yoon
Young-Uk Jin
Yung-Kyun Noh
Frank C. Park
86
15
0
28 Oct 2023
First-Shot Unsupervised Anomalous Sound Detection With Unknown Anomalies
  Estimated by Metadata-Assisted Audio Generation
First-Shot Unsupervised Anomalous Sound Detection With Unknown Anomalies Estimated by Metadata-Assisted Audio Generation
Hejing Zhang
Qiaoxi Zhu
Jian Guan
Haohe Liu
Feiyang Xiao
Jiantong Tian
Xinhao Mei
Xubo Liu
Wenwu Wang
53
6
0
22 Oct 2023
Transformer-based Autoencoder with ID Constraint for Unsupervised
  Anomalous Sound Detection
Transformer-based Autoencoder with ID Constraint for Unsupervised Anomalous Sound Detection
Jian Guan
Youde Liu
Qiuqiang Kong
Feiyang Xiao
Qiaoxi Zhu
Jiantong Tian
Wenwu Wang
52
9
0
13 Oct 2023
Noisy-ArcMix: Additive Noisy Angular Margin Loss Combined With Mixup
  Anomalous Sound Detection
Noisy-ArcMix: Additive Noisy Angular Margin Loss Combined With Mixup Anomalous Sound Detection
Soonhyeon Choi
Jung-Woo Choi
62
9
0
10 Oct 2023
Outlier-aware Inlier Modeling and Multi-scale Scoring for Anomalous
  Sound Detection via Multitask Learning
Outlier-aware Inlier Modeling and Multi-scale Scoring for Anomalous Sound Detection via Multitask Learning
Yucong Zhang
Hongbin Suo
Yulong Wan
Ming Li
67
4
0
14 Sep 2023
Audio Tagging on an Embedded Hardware Platform
Audio Tagging on an Embedded Hardware Platform
Gabriel Bibbó
Arshdeep Singh
Mark D. Plumbley
17
0
0
15 Jun 2023
Joint Generative-Contrastive Representation Learning for Anomalous Sound
  Detection
Joint Generative-Contrastive Representation Learning for Anomalous Sound Detection
Xiaoyan Zeng
Yan Song
Zhu Zhuo
Yujie Zhou
Yu-Hong Li
Hui Xue
Lirong Dai
Ian Mcloughlin
78
13
0
20 May 2023
ChatGPT-Like Large-Scale Foundation Models for Prognostics and Health
  Management: A Survey and Roadmaps
ChatGPT-Like Large-Scale Foundation Models for Prognostics and Health Management: A Survey and Roadmaps
Yanfang Li
Huan Wang
Muxia Sun
LM&MAAI4TSAI4CE
103
59
0
10 May 2023
Anomalous Sound Detection using Audio Representation with Machine ID
  based Contrastive Learning Pretraining
Anomalous Sound Detection using Audio Representation with Machine ID based Contrastive Learning Pretraining
Jian Guan
Feiyang Xiao
Youde Liu
Qiaoxi Zhu
Wenwu Wang
141
19
0
07 Apr 2023
Data Aware Neural Architecture Search
Data Aware Neural Architecture Search
Emil Njor
J. Madsen
Xenofon Fafoutis
73
7
0
04 Apr 2023
Edge Impulse: An MLOps Platform for Tiny Machine Learning
Edge Impulse: An MLOps Platform for Tiny Machine Learning
Shawn Hymel
Colby R. Banbury
Daniel Situnayake
A. Elium
Carl Ward
...
Louis Moreau
Dmitry Maslov
A. Beavis
Jan Jongboom
Vijay Janapa Reddi
VLMLRM
116
101
0
02 Nov 2022
Evaluating Out-of-Distribution Detectors Through Adversarial Generation
  of Outliers
Evaluating Out-of-Distribution Detectors Through Adversarial Generation of Outliers
Sangwoong Yoon
Jinwon Choi
Yonghyeon Lee
Yung-Kyun Noh
Frank C. Park
OODD
45
1
0
20 Aug 2022
Open-source FPGA-ML codesign for the MLPerf Tiny Benchmark
Open-source FPGA-ML codesign for the MLPerf Tiny Benchmark
H. Borras
G. D. Guglielmo
Javier Mauricio Duarte
Nicolò Ghielmetti
B. Hawks
...
Nhan Tran
Yaman Umuroglu
Olivia Weng
Aidan Yokuda
Michaela Blott
VLMMQ
89
14
0
23 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
30
8
0
11 Jun 2022
Machine Learning for Microcontroller-Class Hardware: A Review
Machine Learning for Microcontroller-Class Hardware: A Review
Swapnil Sayan Saha
S. Sandha
Mani B. Srivastava
109
125
0
29 May 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
116
75
0
27 May 2022
Robust Audio Anomaly Detection
Robust Audio Anomaly Detection
Wo Jae Lee
Karim Helwani
A. Krishnaswamy
S. Tenneti
OODAI4TS
114
2
0
03 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
Multimedia Datasets for Anomaly Detection: A Review
Multimedia Datasets for Anomaly Detection: A Review
Pratibha Kumari
Anterpreet Kaur Bedi
Mukesh Saini
79
9
0
10 Dec 2021
Health Monitoring of Industrial machines using Scene-Aware Threshold
  Selection
Health Monitoring of Industrial machines using Scene-Aware Threshold Selection
Arshdeep Singh
R. Arvind
Padmanabhan Rajan
109
1
0
21 Nov 2021
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
Using UMAP to Inspect Audio Data for Unsupervised Anomaly Detection
  under Domain-Shift Conditions
Using UMAP to Inspect Audio Data for Unsupervised Anomaly Detection under Domain-Shift Conditions
A. Fernández
Mark D. Plumbley
91
3
0
22 Jul 2021
Federated Self-Training for Semi-Supervised Audio Recognition
Federated Self-Training for Semi-Supervised Audio Recognition
Vasileios Tsouvalas
Aaqib Saeed
T. Ozcelebi
FedML
75
16
0
14 Jul 2021
MLPerf Tiny Benchmark
MLPerf Tiny Benchmark
Colby R. Banbury
Vijay Janapa Reddi
P. Torelli
J. Holleman
Nat Jeffries
...
Videet Parekh
Honson Tran
Nhan Tran
Niu Wenxu
Xu Xuesong
VLM
137
193
0
14 Jun 2021
Anomalous Sound Detection Using a Binary Classification Model and Class
  Centroids
Anomalous Sound Detection Using a Binary Classification Model and Class Centroids
Ibuki Kuroyanagi
Tomoki Hayashi
K. Takeda
Tomoki Toda
49
8
0
11 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
146
60
0
06 May 2021
OutlierNets: Highly Compact Deep Autoencoder Network Architectures for
  On-Device Acoustic Anomaly Detection
OutlierNets: Highly Compact Deep Autoencoder Network Architectures for On-Device Acoustic Anomaly Detection
Saad Abbasi
M. Famouri
M. Shafiee
A. Wong
61
26
0
31 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
Acoustic Leak Detection in Water Networks
Acoustic Leak Detection in Water Networks
Robert Muller
Steffen Illium
Fabian Ritz
T. Schröder
Christian Platschek
J. Ochs
Claudia Linnhoff-Popien
40
15
0
11 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
TensorFlow Lite Micro: Embedded Machine Learning on TinyML Systems
TensorFlow Lite Micro: Embedded Machine Learning on TinyML Systems
R. David
Jared Duke
Advait Jain
Vijay Janapa Reddi
Nat Jeffries
...
Meghna Natraj
Shlomi Regev
Rocky Rhodes
Tiezhen Wang
Pete Warden
267
484
0
17 Oct 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
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
34
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
45
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
124
188
0
10 Jun 2020
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
311
0
20 Sep 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
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