Deep Learning for Anomaly Detection: A Survey

10 January 2019

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

50 / 148 papers shown

Title
Detecting Multivariate Time Series Anomalies with Zero Known Label Qihang Zhou Jiming Chen Haoyu Liu Shibo He Wenchao Meng AI4TS 32 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 31 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
Robustness Evaluation of Deep Unsupervised Learning Algorithms for Intrusion Detection Systems D'Jeff K. Nkashama Ariana Soltani Jean-Charles Verdier Marc Frappier Pierre-Marting Tardif F. Kabanza OOD AAML 26 5 0 25 Jun 2022
Diminishing Empirical Risk Minimization for Unsupervised Anomaly Detection Shaoshen Wang Yanbin Liu Ling Chen Chengqi Zhang 19 0 0 29 May 2022
PIXAL: Anomaly Reasoning with Visual Analytics Brian Montambault C. Brumar M. Behrisch Remco Chang 18 2 0 23 May 2022
PAC-Wrap: Semi-Supervised PAC Anomaly Detection Shuo Li Xiayan Ji Yan Sun O. Sokolsky Insup Lee 25 14 0 22 May 2022
Anomaly Detection for Multivariate Time Series on Large-scale Fluid Handling Plant Using Two-stage Autoencoder S. Naito Yasunori Taguchi Kouta Nakata Yuichi Kato AI4TS 9 5 0 20 May 2022
MAD: Self-Supervised Masked Anomaly Detection Task for Multivariate Time Series Yiwei Fu Feng Xue AI4TS 26 15 0 04 May 2022
A review of Federated Learning in Intrusion Detection Systems for IoT Aitor Belenguer J. Navaridas J. A. Pascual 25 15 0 26 Apr 2022
Discriminative Feature Learning Framework with Gradient Preference for Anomaly Detection Muhao Xu Xueying Zhou Xizhan Gao Wei-Xiong He Sijie Niu 24 7 0 23 Apr 2022
Multi-scale Anomaly Detection for Big Time Series of Industrial Sensors Quan-Xin Ding Shenghua Liu Bin Zhou Huawei Shen Xueqi Cheng AI4TS AI4CE 14 1 0 18 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
Proactive Anomaly Detection for Robot Navigation with Multi-Sensor Fusion Tianchen Ji A. N. Sivakumar Girish Chowdhary Katherine Driggs-Campbell AAML 22 49 0 03 Apr 2022
Multiple Inputs Neural Networks for Medicare fraud Detection M. Z. A. Mayaki M. Riveill OOD 6 6 0 11 Mar 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 27 130 0 08 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 33 6 0 26 Feb 2022
Statistics and Deep Learning-based Hybrid Model for Interpretable Anomaly Detection Thabang Mathonsi Terence L van Zyl 35 0 0 25 Feb 2022
Bayesian autoencoders with uncertainty quantification: Towards trustworthy anomaly detection Bang Xiang Yong Alexandra Brintrup UQCV 28 24 0 25 Feb 2022
Training OOD Detectors in their Natural Habitats Julian Katz-Samuels Julia B. Nakhleh Robert D. Nowak Yixuan Li OODD 24 90 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 44 33 0 23 Jan 2022
TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data Shreshth Tuli G. Casale N. Jennings AI4TS 26 471 0 18 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 33 9 0 17 Jan 2022
Error-bounded Approximate Time Series Joins Using Compact Dictionary Representations of Time Series Chin-Chia Michael Yeh Yan Zheng Junpeng Wang Huiyuan Chen Zhongfang Zhuang Wei Zhang Eamonn Keogh AI4TS 11 12 0 24 Dec 2021
Utilizing XAI technique to improve autoencoder based model for computer network anomaly detection with shapley additive explanation(SHAP) Khushnaseeb Roshan Aasim Zafar AAML 14 50 0 14 Dec 2021
Error-Aware Imitation Learning from Teleoperation Data for Mobile Manipulation J. Wong Albert Tung Andrey Kurenkov Ajay Mandlekar Li Fei-Fei Silvio Savarese Roberto Martín-Martín 26 54 0 09 Dec 2021
Anomaly Rule Detection in Sequence Data Wensheng Gan Lili Chen Shicheng Wan Jiahui Chen Chien-Ming Chen AI4TS 27 19 0 29 Nov 2021
Data Invariants to Understand Unsupervised Out-of-Distribution Detection Lars Doorenbos Raphael Sznitman Pablo Márquez-Neila OODD 27 6 0 26 Nov 2021
Constrained Deep One-Class Feature Learning For Classifying Imbalanced Medical Images Long Gao Chang Liu Dooman Arefan A. Panigrahy Shandong Wu 18 2 0 20 Nov 2021
Evaluation of an Anomaly Detector for Routers using Parameterizable Malware in an IoT Ecosystem John Carter Spiros Mancoridis 30 1 0 29 Oct 2021
Normality-Calibrated Autoencoder for Unsupervised Anomaly Detection on Data Contamination Jongmin Yu Hyeontaek Oh Minkyung Kim Junsik Kim 22 10 0 28 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 19 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 32 4 0 25 Oct 2021
Generalized Out-of-Distribution Detection: A Survey Jingkang Yang Kaiyang Zhou Yixuan Li Ziwei Liu 185 879 0 21 Oct 2021
Anomaly Detection in Beehives: An Algorithm Comparison Padraig Davidson M. Steininger Florian Lautenschlager Anna Krause Andreas Hotho 24 5 0 08 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 119 355 0 04 Oct 2021
Deep Learning-based Action Detection in Untrimmed Videos: A Survey Elahe Vahdani Yingli Tian 46 60 0 30 Sep 2021
Y-GAN: Learning Dual Data Representations for Efficient Anomaly Detection Marija Ivanovska Vitomir Štruc 20 2 0 28 Sep 2021
PETGEN: Personalized Text Generation Attack on Deep Sequence Embedding-based Classification Models Bing He M. Ahamad Srijan Kumar SILM AAML 118 26 0 14 Sep 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 22 14 0 09 Aug 2021
Unsupervised Deep Anomaly Detection for Multi-Sensor Time-Series Signals Yu-xin Zhang Yiqiang Chen Jindong Wang Zhiwen Pan AI4TS 21 189 0 27 Jul 2021
Time Series Anomaly Detection for Smart Grids: A Survey J. Zhang Di Wu Benoit Boulet AI4TS 14 43 0 16 Jul 2021
Anomaly Detection in Smart Manufacturing with an Application Focus on Robotic Finishing Systems: A Review Tareq Tayeh Abdallah Shami 24 0 0 11 Jul 2021
A Dynamic Spatial-temporal Attention Network for Early Anticipation of Traffic Accidents Muhammad Monjurul Karim Yu Li Ruwen Qin Zhaozheng Yin 19 55 0 18 Jun 2021
Time Series Anomaly Detection for Cyber-Physical Systems via Neural System Identification and Bayesian Filtering Cheng Feng Pengwei Tian AI4TS 14 75 0 15 Jun 2021
A Comprehensive Survey on Graph Anomaly Detection with Deep Learning Xiaoxiao Ma Jia Wu Shan Xue Jian Yang Chuan Zhou Quan Z. Sheng Hui Xiong Leman Akoglu GNN AI4TS 43 538 0 14 Jun 2021
Conformal Anomaly Detection on Spatio-Temporal Observations with Missing Data Chen Xu Yao Xie 26 20 0 25 May 2021
Extending Isolation Forest for Anomaly Detection in Big Data via K-Means Md Tahmid Rahman Laskar J. Huang Vladan Smetana Chris Stewart Kees Pouw Aijun An Steve Chan Lei Liu 33 42 0 27 Apr 2021
Autoencoders for unsupervised anomaly detection in high energy physics Thorben Finke Michael Krämer A. Morandini A. Mück I. Oleksiyuk 21 83 0 19 Apr 2021