Description and Discussion on DCASE 2021 Challenge Task 2: Unsupervised Anomalous Sound Detection for Machine Condition Monitoring under Domain Shifted Conditions

8 June 2021

Papers citing "Description and Discussion on DCASE 2021 Challenge Task 2: Unsupervised Anomalous Sound Detection for Machine Condition Monitoring under Domain Shifted Conditions"

32 / 32 papers shown

Title
Handling Domain Shifts for Anomalous Sound Detection: A Review of DCASE-Related Work Kevin Wilkinghoff Takuya Fujimura Keisuke Imoto Jonathan Le Roux Zheng-Hua Tan T. Toda 48 0 0 13 Mar 2025
Audio-based Anomaly Detection in Industrial Machines Using Deep One-Class Support Vector Data Description Sertac Kilickaya Mete Ahishali Cansu Celebioglu Fahad Sohrab L. Eren T. Ince Murat Askar M. Gabbouj DRL 67 1 0 14 Dec 2024
Angular Distance Distribution Loss for Audio Classification Antonio Almudévar Romain Serizel Alfonso Ortega 23 0 0 31 Oct 2024
Timbre Difference Capturing in Anomalous Sound Detection Tomoya Nishida Harsh Purohit Kota Dohi Takashi Endo Y. Kawaguchi 26 0 0 29 Oct 2024
A decade of DCASE: Achievements, practices, evaluations and future challenges A. Mesaros Romain Serizel Toni Heittola Tuomas Virtanen Mark D. Plumbley 37 2 0 07 Oct 2024
MIMII-Gen: Generative Modeling Approach for Simulated Evaluation of Anomalous Sound Detection System Harsh Purohit Tomoya Nishida Kota Dohi Takashi Endo Y. Kawaguchi DiffM 36 0 0 27 Sep 2024
Improvements of Discriminative Feature Space Training for Anomalous Sound Detection in Unlabeled Conditions Takuya Fujimura Ibuki Kuroyanagi Tomoki Toda 27 0 0 14 Sep 2024
Computer Audition: From Task-Specific Machine Learning to Foundation Models Andreas Triantafyllopoulos Iosif Tsangko Alexander Gebhard A. Mesaros Tuomas Virtanen Björn Schuller 45 4 0 22 Jul 2024
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 Y. Kawaguchi 23 8 0 11 Jun 2024
Autoencoder with Group-based Decoder and Multi-task Optimization for Anomalous Sound Detection Yifan Zhou Dongxing Xu Haoran Wei Yanhua Long 24 0 0 15 Nov 2023
Multi-label Open-set Audio Classification Sripathi Sridhar Mark Cartwright VLM 30 3 0 20 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 28 7 0 13 Oct 2023
Why do Angular Margin Losses work well for Semi-Supervised Anomalous Sound Detection? Kevin Wilkinghoff Frank Kurth AAML UQCV 25 8 0 27 Sep 2023
Outlier-aware Inlier Modeling and Multi-scale Scoring for Anomalous Sound Detection via Multitask Learning Yucong Zhang Hongbin Suo Yulong Wan Ming Li 29 4 0 14 Sep 2023
Anomalous Sound Detection Using Self-Attention-Based Frequency Pattern Analysis of Machine Sounds Hejing Zhang Jian Guan Qiaoxi Zhu Feiyang Xiao Youde Liu 21 5 0 27 Aug 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 Y. Kawaguchi 9 36 0 13 May 2023
Time-weighted Frequency Domain Audio Representation with GMM Estimator for Anomalous Sound Detection Jian Guan Youde Liu Qiaoxi Zhu Tieran Zheng Jiqing Han Wenwu Wang 29 10 0 05 May 2023
First-shot anomaly sound detection for machine condition monitoring: A domain generalization baseline Noboru Harada Daisuke Niizumi Yasunori Ohishi Daiki Takeuchi Masahiro Yasuda 11 25 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 31 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 52 15 0 06 Aug 2022
Concept Drift Challenge in Multimedia Anomaly Detection: A Case Study with Facial Datasets Pratibha Kumari Priya Choudhary P. Atrey Mukesh Saini 17 6 0 27 Jul 2022
ARAUS: A Large-Scale Dataset and Baseline Models of Affective Responses to Augmented Urban Soundscapes Kenneth Ooi Zhen-Ting Ong Karn N. Watcharasupat Bhan Lam J. Hong R. Korea. 16 18 0 03 Jul 2022
Improvement of Serial Approach to Anomalous Sound Detection by Incorporating Two Binary Cross-Entropies for Outlier Exposure Ibuki Kuroyanagi Tomoki Hayashi K. Takeda T. Toda 17 12 0 13 Jun 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 N. Harada Daisuke Niizumi Yuma Koizumi Tomoya Nishida Harsh Purohit Takashi Endo Masaaki Yamamoto Y. Kawaguchi 14 82 0 13 Jun 2022
Anomalous Sound Detection Based on Machine Activity Detection Tomoya Nishida Kota Dohi Takashi Endo Masaaki Yamamoto Y. Kawaguchi 14 10 0 15 Apr 2022
Learning to Adapt to Domain Shifts with Few-shot Samples in Anomalous Sound Detection Bingqing Chen Luca Bondi Samarjit Das 62 7 0 05 Apr 2022
A Squeeze-and-Excitation and Transformer based Cross-task System for Environmental Sound Recognition Jisheng Bai Jianfeng Chen Mou Wang Muhammad Saad Ayub 14 9 0 16 Mar 2022
Multimedia Datasets for Anomaly Detection: A Review Pratibha Kumari Anterpreet Kaur Bedi Mukesh Saini 22 9 0 10 Dec 2021
Disentangling Physical Parameters for Anomalous Sound Detection Under Domain Shifts Kota Dohi Takashi Endo Y. Kawaguchi 14 8 0 12 Nov 2021
Using UMAP to Inspect Audio Data for Unsupervised Anomaly Detection under Domain-Shift Conditions A. Fernández Mark D. Plumbley 16 3 0 22 Jul 2021
Improving Polyphonic Sound Event Detection on Multichannel Recordings with the Sørensen-Dice Coefficient Loss and Transfer Learning Karn N. Watcharasupat Thi Ngoc Tho Nguyen Ngoc Khanh Nguyen Zhen Jian Lee Douglas L. Jones W. Gan 16 0 0 22 Jul 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 Y. Kawaguchi 39 56 0 06 May 2021