Deep Learning for Anomaly Detection: A Survey

10 January 2019

Papers citing "Deep Learning for Anomaly Detection: A Survey"

50 / 59 papers shown

Title
Acoustic Anomaly Detection on UAM Propeller Defect with Acoustic dataset for Crack of drone Propeller (ADCP) Juho Lee Donghyun Yoon Gumoon Jeong Hyeoncheol Kim 29 0 0 02 Mar 2025
Machine Learning-based vs Deep Learning-based Anomaly Detection in Multivariate Time Series for Spacecraft Attitude Sensors R. Gallon F. Schiemenz A. Krstova A. Menicucci E. Gill 13 0 0 26 Sep 2024
Using Deep Convolutional Neural Networks to Detect Rendered Glitches in Video Games Carlos Garcia Ling Konrad Tollmar Linus Gisslén 19 18 0 12 Jun 2024
Anomaly Detection in Dynamic Graphs: A Comprehensive Survey Ocheme Anthony Ekle William Eberle AI4TS 21 10 0 31 May 2024
CANEDERLI: On The Impact of Adversarial Training and Transferability on CAN Intrusion Detection Systems Francesco Marchiori Mauro Conti AAML 21 0 0 06 Apr 2024
Long-Tailed Anomaly Detection with Learnable Class Names Chih-Hui Ho Kuan-Chuan Peng Nuno Vasconcelos OODD 33 6 0 29 Mar 2024
Label-Free Multivariate Time Series Anomaly Detection Qihang Zhou Shibo He Haoyu Liu Jiming Chen Wenchao Meng AI4TS 13 10 0 17 Dec 2023
MST-GAT: A Multimodal Spatial-Temporal Graph Attention Network for Time Series Anomaly Detection Chaoyue Ding Shiliang Sun Jing Zhao AI4TS 19 139 0 17 Oct 2023
Benchmarks for Detecting Measurement Tampering Fabien Roger Ryan Greenblatt Max Nadeau Buck Shlegeris Nate Thomas 19 2 0 29 Aug 2023
Anomaly Detection in Automated Fibre Placement: Learning with Data Limitations Assef Ghamisi Todd Charter Li Ji M. Rivard G. Lund H. Najjaran 12 7 0 15 Jul 2023
Contextual Affinity Distillation for Image Anomaly Detection Jie M. Zhang Masanori Suganuma Takayuki Okatani 16 14 0 06 Jul 2023
Naeural AI OS -- Decentralized ubiquitous computing MLOps execution engine Beatrice Milik S. Saraev Cristian Bleotiu Radu Lupaescu 11 0 0 14 Jun 2023
Technical outlier detection via convolutional variational autoencoder for the ADMANI breast mammogram dataset Hui Li C. Peña-Solórzano Susan Wei Davis J. McCarthy 16 0 0 20 May 2023
Multimodal Detection and Identification of Robot Manipulation Failures A. Inceoğlu E. Aksoy Sanem Sariel 10 2 0 08 May 2023
Interactive System-wise Anomaly Detection Guanchu Wang Ninghao Liu Daochen Zha Xia Hu AAML 6 1 0 21 Apr 2023
AI for IT Operations (AIOps) on Cloud Platforms: Reviews, Opportunities and Challenges Qian Cheng Doyen Sahoo Amrita Saha Wenjing Yang Chenghao Liu Gerald Woo Manpreet Singh Silvio Saverese S. Hoi 21 17 0 10 Apr 2023
ISSTAD: Incremental Self-Supervised Learning Based on Transformer for Anomaly Detection and Localization WenPing Jin Fei-Yu Guo Li Zhu ViT MedIm 12 1 0 30 Mar 2023
One-Step Detection Paradigm for Hyperspectral Anomaly Detection via Spectral Deviation Relationship Learning Jingtao Li Xinyu Wang Shaoyu Wang Hengwei Zhao L. Zhang Yanfei Zhong 11 10 0 22 Mar 2023
Spacecraft Anomaly Detection with Attention Temporal Convolution Network Liang Liu L. Tian Zhao Kang Tianqi Wan AI4TS 19 27 0 13 Mar 2023
Cluster Purging: Efficient Outlier Detection based on Rate-Distortion Theory M. Toller Bernhard C. Geiger Roman Kern 9 3 0 22 Feb 2023
DTAAD: Dual Tcn-Attention Networks for Anomaly Detection in Multivariate Time Series Data Ling Yu AI4TS 13 26 0 17 Feb 2023
Deep Reinforcement Learning for Online Error Detection in Cyber-Physical Systems Seyyedamirhossein Saeidi Forouzan Fallah Saeed Samieezafarghandi Hamed Farbeh OffRL 6 0 0 03 Feb 2023
SPADE: Semi-supervised Anomaly Detection under Distribution Mismatch Jinsung Yoon Kihyuk Sohn Chun-Liang Li Sercan Ö. Arik Tomas Pfister 6 7 0 30 Nov 2022
MGFN: Magnitude-Contrastive Glance-and-Focus Network for Weakly-Supervised Video Anomaly Detection Y. Chen Zhengzhe Liu Baoheng Zhang W. Fok Xiaojuan Qi Yik-Chung Wu 8 108 0 28 Nov 2022
Graph Anomaly Detection with Unsupervised GNNs Lingxiao Zhao Saurabh Sawlani Arvind Srinivasan L. Akoglu 18 17 0 18 Oct 2022
Survey on Deep Fuzzy Systems in regression applications: a view on interpretability Jorge S. S. Júnior Jérôme Mendes F. Souza C. Premebida AI4CE 11 9 0 09 Sep 2022
Detecting Multivariate Time Series Anomalies with Zero Known Label Qihang Zhou Jiming Chen Haoyu Liu Shibo He Wenchao Meng AI4TS 19 22 0 03 Aug 2022
Scrutinizing Shipment Records To Thwart Illegal Timber Trade Debanjan Datta S. Muthiah J. Simeone A. Meadows Naren Ramakrishnan 14 1 0 31 Jul 2022
Anomaly Detection with Adversarially Learned Perturbations of Latent Space Vahid Reza Khazaie A. Wong John Taylor Jewell Y. Mohsenzadeh AAML 15 3 0 03 Jul 2022
Multivariate Time Series Anomaly Detection with Few Positive Samples Feng Xue Weizhong Yan AI4TS 14 3 0 02 Jul 2022
Diminishing Empirical Risk Minimization for Unsupervised Anomaly Detection Shaoshen Wang Yanbin Liu Ling Chen Chengqi Zhang 14 0 0 29 May 2022
MAD: Self-Supervised Masked Anomaly Detection Task for Multivariate Time Series Yiwei Fu Feng Xue AI4TS 8 15 0 04 May 2022
Learning to Adapt to Domain Shifts with Few-shot Samples in Anomalous Sound Detection Bingqing Chen Luca Bondi Samarjit Das 44 7 0 05 Apr 2022
Generative Cooperative Learning for Unsupervised Video Anomaly Detection M. Zaheer Arif Mahmood M. H. Khan Mattia Segu F. I. F. Richard Yu Seung-Ik Lee AI4TS 13 128 0 08 Mar 2022
Bayesian autoencoders with uncertainty quantification: Towards trustworthy anomaly detection Bang Xiang Yong Alexandra Brintrup UQCV 8 24 0 25 Feb 2022
Training OOD Detectors in their Natural Habitats Julian Katz-Samuels Julia B. Nakhleh Robert D. Nowak Yixuan Li OODD 16 88 0 07 Feb 2022
An Attention-based ConvLSTM Autoencoder with Dynamic Thresholding for Unsupervised Anomaly Detection in Multivariate Time Series Tareq Tayeh Sulaiman A. Aburakhia Ryan Myers Abdallah Shami AI4TS 33 33 0 23 Jan 2022
Black-box Error Diagnosis in Deep Neural Networks for Computer Vision: a Survey of Tools Piero Fraternali Federico Milani Rocio Nahime Torres Niccolò Zangrando AAML 19 9 0 17 Jan 2022
Anomaly Rule Detection in Sequence Data Wensheng Gan Lili Chen Shicheng Wan Jiahui Chen Chien-Ming Chen AI4TS 23 19 0 29 Nov 2021
Evaluation of an Anomaly Detector for Routers using Parameterizable Malware in an IoT Ecosystem John Carter Spiros Mancoridis 23 1 0 29 Oct 2021
CloudFindr: A Deep Learning Cloud Artifact Masker for Satellite DEM Data Kalina Borkiewicz Viraj Shah J. Naiman Chuanyue Shen Stuart Levy Jeff Carpenter 3DPC 10 2 0 26 Oct 2021
Pediatric Otoscopy Video Screening with Shift Contrastive Anomaly Detection Weiyao Wang Aniruddha Tamhane Christine Santos J. Rzasa James H Clark Therese L. Canares Mathias Unberath 19 4 0 25 Oct 2021
Trustworthy AI: From Principles to Practices Bo-wen Li Peng Qi Bo Liu Shuai Di Jingen Liu Jiquan Pei Jinfeng Yi Bowen Zhou 102 349 0 04 Oct 2021
Adaptive Anomaly Detection for Internet of Things in Hierarchical Edge Computing: A Contextual-Bandit Approach Mao V. Ngo Tie-Mei Luo Tony Q. S. Quek 16 14 0 09 Aug 2021
Conformal Anomaly Detection on Spatio-Temporal Observations with Missing Data Chen Xu Yao Xie 16 20 0 25 May 2021
Adjusting for Autocorrelated Errors in Neural Networks for Time Series Fan-Keng Sun C. Lang Duane S. Boning OOD AI4TS 22 28 0 28 Jan 2021
Detect, Reject, Correct: Crossmodal Compensation of Corrupted Sensors Michelle A. Lee Matthew Tan Yuke Zhu Jeannette Bohg 33 25 0 01 Dec 2020
Online Safety Assurance for Deep Reinforcement Learning Noga H. Rotman Michael Schapira Aviv Tamar OffRL 25 5 0 07 Oct 2020
Unsupervised anomaly detection for discrete sequence healthcare data Victoria Snorovikhina Alexey Zaytsev OOD AI4TS 13 7 0 20 Jul 2020
ID-Conditioned Auto-Encoder for Unsupervised Anomaly Detection Slawomir Kapka CML 24 29 0 10 Jul 2020