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
Policy Optimization Algorithms in a Unified Framework Shuang Wu 72 0 0 04 Apr 2025
From Vision to Sound: Advancing Audio Anomaly Detection with Vision-Based Algorithms Manuel Barusco Francesco Borsatti Davide Dalle Pezze Francesco Paissan Elisabetta Farella Gian Antonio Susto 100 0 0 25 Feb 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 Moncef Gabbouj DRL 106 1 0 14 Dec 2024
Retrieval-Augmented Approach for Unsupervised Anomalous Sound Detection and Captioning without Model Training Ryoya Ogura Tomoya Nishida Yohei Kawaguchi 29 1 0 29 Oct 2024
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
MATCH: Model-Aware TVM-based Compilation for Heterogeneous Edge Devices Mohamed Amine Hamdi Francesco Daghero G. M. Sarda Josse Van Delm Arne Symons Luca Benini Marian Verhelst Daniele Jahier Pagliari Luca Bompani 53 3 0 11 Oct 2024
ASD-Diffusion: Anomalous Sound Detection with Diffusion Models Fengrun Zhang Xiang Xie Kai Guo DiffM 141 0 0 24 Sep 2024
Improvements of Discriminative Feature Space Training for Anomalous Sound Detection in Unlabeled Conditions Takuya Fujimura Ibuki Kuroyanagi Tomoki Toda 36 1 0 14 Sep 2024
AnoPatch: Towards Better Consistency in Machine Anomalous Sound Detection Anbai Jiang Bing Han Zhiqiang Lv Yufeng Deng Wei-Qiang Zhang Xie Chen Yanmin Qian Jia Liu Pingyi Fan 64 3 0 17 Jun 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 Yohei Kawaguchi 63 13 0 11 Jun 2024
Distributed collaborative anomalous sound detection by embedding sharing Kota Dohi Yohei Kawaguchi FedML 36 2 0 25 Mar 2024
Self-supervised Complex Network for Machine Sound Anomaly Detection Miseul Kim M. Ho Hong-Goo Kang 67 8 0 21 Dec 2023
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
Enhancing Neural Architecture Search with Multiple Hardware Constraints for Deep Learning Model Deployment on Tiny IoT Devices Luca Bompani Matteo Risso Beatrice Alessandra Motetti Enrico Macii Luca Benini Daniele Jahier Pagliari 80 10 0 11 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
Why do Angular Margin Losses work well for Semi-Supervised Anomalous Sound Detection? Kevin Wilkinghoff Frank Kurth AAML UQCV 55 9 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 67 4 0 14 Sep 2023
Hierarchical Metadata Information Constrained Self-Supervised Learning for Anomalous Sound Detection Under Domain Shift Haiyan Lan Qiaoxi Zhu Jian Guan Yuming Wei Wenwu Wang 48 1 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 105 5 0 27 Aug 2023
Anomalous Sound Detection Based on Sound Separation Kanta Shimonishi Kota Dohi Yohei Kawaguchi 61 5 0 25 May 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
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
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 116 11 0 05 May 2023
Weakly Supervised Detection of Baby Cry Weijun Tan Qi Yao Jingfeng Liu 69 1 0 19 Apr 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
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 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 Jinghao Yan Xin Wang Qin Wang Qin Qin Huan Li Pengyi Ye Yue-ping He Jing Zeng 87 1 0 31 Aug 2022
Joint Analysis of Acoustic Scenes and Sound Events with Weakly labeled Data Shunsuke Tsubaki Keisuke Imoto Nobutaka Ono 27 2 0 10 Jul 2022
Joint Analysis of Acoustic Scenes and Sound Events Based on Multitask Learning with Dynamic Weight Adaptation Kayo Nada Keisuke Imoto T. Tsuchiya 44 5 0 21 Jun 2022
Anomaly Detection and Inter-Sensor Transfer Learning on Smart Manufacturing Datasets Mustafa Abdallah B. Joung Wo Jae Lee C. Mousoulis J. Sutherland S. Bagchi 42 22 0 13 Jun 2022
Improvement of Serial Approach to Anomalous Sound Detection by Incorporating Two Binary Cross-Entropies for Outlier Exposure Ibuki Kuroyanagi Tomoki Hayashi K. Takeda Tomoki Toda 61 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 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 Harsh Purohit Takashi Endo Masaaki Yamamoto Yohei Kawaguchi DRL 27 8 0 11 Jun 2022
Anomalous Sound Detection Based on Machine Activity Detection Tomoya Nishida Kota Dohi Takashi Endo Masaaki Yamamoto Yohei Kawaguchi 54 11 0 15 Apr 2022
How Information on Acoustic Scenes and Sound Events Mutually Benefits Event Detection and Scene Classification Tasks Keisuke Imoto Yuka Komatsu Shunsuke Tsubaki Tatsuya Komatsu 50 5 0 05 Apr 2022
Learning to Adapt to Domain Shifts with Few-shot Samples in Anomalous Sound Detection Bingqing Chen Luca Bondi Samarjit Das 176 8 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 56 9 0 16 Mar 2022
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
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
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
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
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 Ryo Tanabe Harsh Purohit Kota Dohi Takashi Endo Yuki Nikaido Toshiki Nakamura Yohei Kawaguchi 146 60 0 06 May 2021
Flow-based Self-supervised Density Estimation for Anomalous Sound Detection Kota Dohi Takashi Endo Harsh Purohit Ryo Tanabe Yohei Kawaguchi 66 60 0 16 Mar 2021