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

9 August 2019

ArXiv (abs)PDF HTML Github (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 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 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 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 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 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 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 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 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 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 Yucong Zhang Hongbin Suo Yulong Wan Ming Li 67 4 0 14 Sep 2023
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 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 Yanfang Li Huan Wang Muxia Sun LM&MA AI4TS AI4CE 103 59 0 10 May 2023
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 Emil Njor J. Madsen Xenofon Fafoutis 73 7 0 04 Apr 2023
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 VLM LRM 116 101 0 02 Nov 2022
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 H. Borras G. D. Guglielmo Javier Mauricio Duarte Nicolò Ghielmetti B. Hawks ... Nhan Tran Yaman Umuroglu Olivia Weng Aidan Yokuda Michaela Blott VLM MQ 89 14 0 23 Jun 2022
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 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 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 Wo Jae Lee Karim Helwani A. Krishnaswamy S. Tenneti OOD AI4TS 114 2 0 03 Feb 2022
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 Pratibha Kumari Anterpreet Kaur Bedi Mukesh Saini 79 9 0 10 Dec 2021
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 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 A. Fernández Mark D. Plumbley 91 3 0 22 Jul 2021
Federated Self-Training for Semi-Supervised Audio Recognition Vasileios Tsouvalas Aaqib Saeed T. Ozcelebi FedML 75 16 0 14 Jul 2021
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 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 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 Saad Abbasi M. Famouri M. Shafiee A. Wong 61 26 0 31 Mar 2021
Anomalous Sound Detection with Machine Learning: A Systematic Review E. C. Nunes 145 30 0 15 Feb 2021
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 Paul Primus Verena Haunschmid Patrick Praher Gerhard Widmer 106 29 0 05 Nov 2020
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 Slawomir Kapka CML 148 30 0 10 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 34 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 45 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 124 188 0 10 Jun 2020
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 Slawomir Kapka M. Lewandowski 122 66 0 02 Aug 2019