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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

IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2019
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"

50 / 53 papers shown
Noise Supervised Contrastive Learning and Feature-Perturbed for Anomalous Sound Detection
Noise Supervised Contrastive Learning and Feature-Perturbed for Anomalous Sound DetectionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025
Shun Huang
Zhihua Fang
Liang He
173
2
0
17 Sep 2025
Local Density-Based Anomaly Score Normalization for Domain Generalization
Local Density-Based Anomaly Score Normalization for Domain Generalization
Kevin Wilkinghoff
Haici Yang
Janek Ebbers
François Germain
Gordon Wichern
Jonathan Le Roux
313
3
0
13 Sep 2025
ESTM: An Enhanced Dual-Branch Spectral-Temporal Mamba for Anomalous Sound Detection
ESTM: An Enhanced Dual-Branch Spectral-Temporal Mamba for Anomalous Sound DetectionIEEE Signal Processing Letters (IEEE SPL), 2025
Chengyuan Ma
Peng Jia
Hongyue Guo
Wenming Yang
Mamba
216
0
0
02 Sep 2025
Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL
Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL
Hamza Ezzaoui Rahali
Abhilasha Dave
L. Ruckman
M. M. Rahimifar
A. C. Therrien
James J. Russel
R. Herbst
158
1
0
29 Aug 2025
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound DetectionIEEE Transactions on Audio, Speech, and Language Processing (TASLP), 2025
Bing Han
Anbai Jiang
Xinhu Zheng
W. Zhang
Jia Liu
Pingyi Fan
Yanmin Qian
213
5
0
17 Aug 2025
Designing Object Detection Models for TinyML: Foundations, Comparative Analysis, Challenges, and Emerging Solutions
Designing Object Detection Models for TinyML: Foundations, Comparative Analysis, Challenges, and Emerging SolutionsACM Computing Surveys (ACM Comput. Surv.), 2025
Christophe El Zeinaty
W. Hamidouche
Glenn Herrou
D. Ménard
ObjD
169
0
0
11 Aug 2025
MIMII-Agent: Leveraging LLMs with Function Calling for Relative Evaluation of Anomalous Sound Detection
MIMII-Agent: Leveraging LLMs with Function Calling for Relative Evaluation of Anomalous Sound Detection
Harsh Purohit
Tomoya Nishida
Kota Dohi
Takashi Endo
Yohei Kawaguchi
232
0
0
28 Jul 2025
FISHER: A Foundation Model for Multi-Modal Industrial Signal Comprehensive Representation
FISHER: A Foundation Model for Multi-Modal Industrial Signal Comprehensive Representation
Pingyi Fan
Anbai Jiang
Shuwei Zhang
Zhiqiang Lv
Bing Han
...
Wei Zhang
Yanmin Qian
Xie Chen
Cheng Lu
Jia Liu
246
3
0
22 Jul 2025
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 trainingAPSIPA Transactions on Signal and Information Processing (TASIP), 2025
Ibuki Kuroyanagi
Tomoki Hayashi
K. Takeda
Tomoki Toda
318
3
0
25 May 2025
Acoustic Anomaly Detection on UAM Propeller Defect with Acoustic dataset for Crack of drone Propeller (ADCP)
Acoustic Anomaly Detection on UAM Propeller Defect with Acoustic dataset for Crack of drone Propeller (ADCP)
Juho Lee
Donghyun Yoon
Gumoon Jeong
Hyeoncheol Kim
158
0
0
02 Mar 2025
Fast Data Aware Neural Architecture Search via Supernet Accelerated Evaluation
Fast Data Aware Neural Architecture Search via Supernet Accelerated EvaluationInternet of Things (IoT), 2025
Emil Njor
Colby R. Banbury
Xenofon Fafoutis
369
2
0
18 Feb 2025
A Review on Self-Supervised Learning for Time Series Anomaly Detection: Recent Advances and Open Challenges
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
526
5
0
25 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 AIInternational Symposium on High-Performance Computer Architecture (HPCA), 2024
Arya Tschand
Arun Tejusve Raghunath Rajan
S. Idgunji
Anirban Ghosh
J. Holleman
...
Rowan Taubitz
Sean Zhan
Scott Wasson
David Kanter
Vijay Janapa Reddi
555
21
0
15 Oct 2024
Differentiable Weightless Neural Networks
Differentiable Weightless Neural NetworksInternational Conference on Machine Learning (ICML), 2024
Alan T. L. Bacellar
Zachary Susskind
Mauricio Breternitz Jr.
E. John
L. John
P. Lima
F. M. G. França
703
28
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
318
29
0
25 Apr 2024
Efficient Neural Networks for Tiny Machine Learning: A Comprehensive
  Review
Efficient Neural Networks for Tiny Machine Learning: A Comprehensive Review
M. Lê
Pierre Wolinski
Julyan Arbel
300
19
0
20 Nov 2023
Energy-Based Models for Anomaly Detection: A Manifold Diffusion Recovery
  Approach
Energy-Based Models for Anomaly Detection: A Manifold Diffusion Recovery ApproachNeural Information Processing Systems (NeurIPS), 2023
Sangwoong Yoon
Young-Uk Jin
Yung-Kyun Noh
Frank C. Park
301
22
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 GenerationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Hejing Zhang
Qiaoxi Zhu
Jian Guan
Haohe Liu
Feiyang Xiao
Jiantong Tian
Xinhao Mei
Xubo Liu
Wenwu Wang
157
13
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 DetectionEURASIP Journal on Audio, Speech, and Music Processing (EURASIP J. Audio Speech Music Process), 2023
Jian Guan
Youde Liu
Qiuqiang Kong
Feiyang Xiao
Qiaoxi Zhu
Jiantong Tian
Wenwu Wang
219
18
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 DetectionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Soonhyeon Choi
Jung-Woo Choi
198
18
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 LearningInterspeech (Interspeech), 2023
Yucong Zhang
Hongbin Suo
Yulong Wan
Ming Li
160
9
0
14 Sep 2023
Environmental Sound Classification on An Embedded Hardware Platform
Environmental Sound Classification on An Embedded Hardware PlatformINTER-NOISE and NOISE-CON Congress and Conference Proceedings (INTER-NOISE), 2023
Gabriel Bibbó
Arshdeep Singh
Mark D. Plumbley
101
0
0
15 Jun 2023
Joint Generative-Contrastive Representation Learning for Anomalous Sound
  Detection
Joint Generative-Contrastive Representation Learning for Anomalous Sound DetectionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Xiaoyan Zeng
Yan Song
Zhu Zhuo
Yujie Zhou
Yan Zhang
Hui Xue
Lirong Dai
Ian Mcloughlin
234
24
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 RoadmapsReliability Engineering & System Safety (Reliab. Eng. Syst. Saf.), 2023
Yanfang Li
Huan Wang
Muxia Sun
LM&MAAI4TSAI4CE
437
105
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 PretrainingIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Jian Guan
Feiyang Xiao
Youde Liu
Qiaoxi Zhu
Wenwu Wang
416
35
0
07 Apr 2023
Data Aware Neural Architecture Search
Data Aware Neural Architecture Search
Emil Njor
J. Madsen
Xenofon Fafoutis
211
8
0
04 Apr 2023
Edge Impulse: An MLOps Platform for Tiny Machine Learning
Edge Impulse: An MLOps Platform for Tiny Machine LearningConference on Machine Learning and Systems (MLSys), 2022
Shawn Hymel
Colby R. Banbury
Daniel Situnayake
A. Elium
Carl Ward
...
Louis Moreau
Dmitry Maslov
A. Beavis
Jan Jongboom
Vijay Janapa Reddi
VLMLRM
424
149
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
216
4
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
196
17
0
23 Jun 2022
Hierarchical Conditional Variational Autoencoder Based Acoustic Anomaly
  Detection
Hierarchical Conditional Variational Autoencoder Based Acoustic Anomaly DetectionEuropean Signal Processing Conference (EUSIPCO), 2022
Harsh Purohit
Takashi Endo
Masaaki Yamamoto
Yohei Kawaguchi
DRL
140
10
0
11 Jun 2022
Machine Learning for Microcontroller-Class Hardware: A Review
Machine Learning for Microcontroller-Class Hardware: A ReviewIEEE Sensors Journal (IEEE Sens. J.), 2022
Swapnil Sayan Saha
S. Sandha
Mani B. Srivastava
656
187
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 TaskWorkshop on Detection and Classification of Acoustic Scenes and Events (DCASE), 2022
Kota Dohi
Tomoya Nishida
Harsh Purohit
Ryo Tanabe
Takashi Endo
Masaaki Yamamoto
Yuki Nikaido
Yohei Kawaguchi
393
111
0
27 May 2022
Robust Audio Anomaly Detection
Robust Audio Anomaly Detection
Wo Jae Lee
Karim Helwani
A. Krishnaswamy
S. Tenneti
OODAI4TS
240
3
0
03 Feb 2022
Anomalous Sound Detection using Spectral-Temporal Information Fusion
Anomalous Sound Detection using Spectral-Temporal Information FusionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Youde Liu
Jian Guan
Qiaoxi Zhu
Wenwu Wang
258
88
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
353
16
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
218
2
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
317
2
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 ConditionsWorkshop on Detection and Classification of Acoustic Scenes and Events (DCASE), 2021
A. Fernández
Mark D. Plumbley
215
4
0
22 Jul 2021
Federated Self-Training for Semi-Supervised Audio Recognition
Federated Self-Training for Semi-Supervised Audio RecognitionACM Transactions on Embedded Computing Systems (TECS), 2021
Vasileios Tsouvalas
Aaqib Saeed
T. Ozcelebi
FedML
193
19
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
610
269
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 CentroidsEuropean Signal Processing Conference (EUSIPCO), 2021
Ibuki Kuroyanagi
Tomoki Hayashi
K. Takeda
Tomoki Toda
220
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 ConditionsIEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2021
Ryo Tanabe
Harsh Purohit
Kota Dohi
Takashi Endo
Yuki Nikaido
Toshiki Nakamura
Yohei Kawaguchi
527
70
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 DetectionItalian National Conference on Sensors (INS), 2021
Saad Abbasi
M. Famouri
M. Shafiee
A. Wong
288
30
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
391
44
0
15 Feb 2021
Acoustic Leak Detection in Water Networks
Acoustic Leak Detection in Water NetworksInternational Conference on Agents and Artificial Intelligence (ICAART), 2020
Robert Muller
Steffen Illium
Fabian Ritz
T. Schröder
Christian Platschek
J. Ochs
Claudia Linnhoff-Popien
214
22
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
293
32
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
688
610
0
17 Oct 2020
ID-Conditioned Auto-Encoder for Unsupervised Anomaly Detection
ID-Conditioned Auto-Encoder for Unsupervised Anomaly DetectionWorkshop on Detection and Classification of Acoustic Scenes and Events (DCASE), 2020
Slawomir Kapka
CML
295
36
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
127
15
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
200
31
0
18 Jun 2020
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