Unsupervised Deep Anomaly Detection for Multi-Sensor Time-Series Signals

27 July 2021

Papers citing "Unsupervised Deep Anomaly Detection for Multi-Sensor Time-Series Signals"

30 / 30 papers shown

Title
An LLM-Empowered Low-Resolution Vision System for On-Device Human Behavior Understanding Siyang Jiang Bufang Yang Lilin Xu Mu Yuan Yeerzhati Abudunuer ... Liekang Zeng Hongkai Chen Zhenyu Yan Xiaofan Jiang Guoliang Xing VLM 89 0 0 03 May 2025
CICADA: Cross-Domain Interpretable Coding for Anomaly Detection and Adaptation in Multivariate Time Series Tian-Shing Lan Yifei Gao Yimeng Lu Chen Zhang 53 0 0 01 May 2025
Multivariate Time Series Anomaly Detection in Industry 5.0 Lorenzo Colombi Michela Vespa Nicolas Belletti Matteo Brina Simon Dahdal Filippo Tabanelli Elena Bellodi Mauro Tortonesi Cesare Stefanelli Massimiliano Vignoli AI4TS 52 1 0 20 Mar 2025
Deep Learning Advancements in Anomaly Detection: A Comprehensive Survey Haoqi Huang Ping Wang Jianhua Pei Jiacheng Wang Shahen Alexanian Dusit Niyato AAML 72 0 0 17 Mar 2025
OIPR: Evaluation for Time-series Anomaly Detection Inspired by Operator Interest Yuhan Jing J. Wang Lei Zhang Haifeng Sun Bo He Zirui Zhuang Chengsen Wang Q. Qi Jianxin Liao AI4TS 53 0 0 03 Mar 2025
A Novel Spatiotemporal Correlation Anomaly Detection Method Based on Time-Frequency-Domain Feature Fusion and a Dynamic Graph Neural Network in Wireless Sensor Network Miao Ye Zhibang Jiang Xingsi Xue Xingwang Li Peng Wen Yong Wang AI4TS 36 0 0 25 Feb 2025
Real-time and Downtime-tolerant Fault Diagnosis for Railway Turnout Machines (RTMs) Empowered with Cloud-Edge Pipeline Parallelism Fan Wu Muhammad Bilal Haolong Xiang Heng Wang Jinjun Yu Xiaolong Xu 29 0 0 04 Nov 2024
DFM: Interpolant-free Dual Flow Matching Denis A. Gudovskiy Tomoyuki Okuno Yohei Nakata AI4CE 34 0 0 11 Oct 2024
Safe Semi-Supervised Contrastive Learning Using In-Distribution Data as Positive Examples Mingu Kwak Hyungu Kahng Seoung Bum Kim 27 0 0 03 Aug 2024
Seamless Monitoring of Stress Levels Leveraging a Universal Model for Time Sequences Davide Gabrielli Bardh Prenkaj Paola Velardi 29 0 0 04 Jul 2024
ContextFlow++: Generalist-Specialist Flow-based Generative Models with Mixed-Variable Context Encoding Denis A. Gudovskiy Tomoyuki Okuno Yohei Nakata MoE AI4CE 36 2 0 02 Jun 2024
TSRNet: Simple Framework for Real-time ECG Anomaly Detection with Multimodal Time and Spectrogram Restoration Network Nhat-Tan Bui Dinh-Hieu Hoang Thinh Phan Minh-Triet Tran Brijesh Patel Don Adjeroh Ngan Le 34 1 0 15 Dec 2023
TransNAS-TSAD: Harnessing Transformers for Multi-Objective Neural Architecture Search in Time Series Anomaly Detection Ijazul Haq Byung Suk Lee Donna M. Rizzo AI4TS 16 5 0 29 Nov 2023
A Marketplace Price Anomaly Detection System at Scale Akshit Sarpal Qiwen Kang Fangping Huang Yang Song Lijie Wan 16 0 0 06 Oct 2023
UMMAFormer: A Universal Multimodal-adaptive Transformer Framework for Temporal Forgery Localization Rui Zhang Hongxia Wang Ming-han Du Hanqing Liu Yangqiaoyu Zhou Q. Zeng 29 21 0 28 Aug 2023
Multi-scale Cross-restoration Framework for Electrocardiogram Anomaly Detection Aofan Jiang Chaoqin Huang Qing Cao Shuangxue Wu Zi Zeng Kang Chen Ya-Qin Zhang Yanfeng Wang 33 6 0 03 Aug 2023
A Comprehensive Survey of Deep Transfer Learning for Anomaly Detection in Industrial Time Series: Methods, Applications, and Directions Peng Yan Ahmed Abdulkadir Paul-Philipp Luley Matthias Rosenthal Gerrit A. Schatte Benjamin Grewe Thilo Stadelmann AI4TS 36 57 0 11 Jul 2023
Assessing Domain Gap for Continual Domain Adaptation in Object Detection Anh-Dzung Doan Bach Long Nguyen Surabhi Gupta Ian Reid Markus Wagner Tat-Jun Chin TTA 18 4 0 21 Feb 2023
CNTS: Cooperative Network for Time Series Jinsheng Yang Yuanhai Shao Chunna Li AI4TS 11 2 0 20 Feb 2023
DTAAD: Dual Tcn-Attention Networks for Anomaly Detection in Multivariate Time Series Data Ling Yu AI4TS 26 27 0 17 Feb 2023
Graph Anomaly Detection in Time Series: A Survey Thi Kieu Khanh Ho Ali Karami Narges Armanfard AI4TS 24 5 0 31 Jan 2023
Deep Learning for Time Series Anomaly Detection: A Survey Zahra Zamanzadeh Darban G. I. Webb Shirui Pan Charu C. Aggarwal Mahsa Salehi AI4TS 37 129 0 09 Nov 2022
Anomaly Detection in Aerial Videos with Transformers P. Jin Lichao Mou Guisong Xia Xiao Xiang Zhu ViT AI4TS 27 22 0 25 Sep 2022
An Unsupervised Short- and Long-Term Mask Representation for Multivariate Time Series Anomaly Detection Qiucheng Miao Chuanfu Xu Jun Zhan Dong Zhu Cheng-Feng Wu AI4TS 21 7 0 19 Aug 2022
AI Augmented Edge and Fog Computing: Trends and Challenges Shreshth Tuli Fatemeh Mirhakimi Samodha Pallewatta Syed Zawad G. Casale B. Javadi Feng Yan Rajkumar Buyya N. Jennings 19 56 0 01 Aug 2022
TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data Shreshth Tuli G. Casale N. Jennings AI4TS 21 470 0 18 Jan 2022
Hankel-structured Tensor Robust PCA for Multivariate Traffic Time Series Anomaly Detection Xudong Wang L. Miranda-Moreno Lijun Sun 17 13 0 08 Oct 2021
Generative Optimization Networks for Memory Efficient Data Generation Shreshth Tuli Shikhar Tuli G. Casale N. Jennings 16 12 0 06 Oct 2021
A BIC-based Mixture Model Defense against Data Poisoning Attacks on Classifiers Xi Li David J. Miller Zhen Xiang G. Kesidis AAML 14 0 0 28 May 2021
InceptionTime: Finding AlexNet for Time Series Classification Hassan Ismail Fawaz Benjamin Lucas Germain Forestier Charlotte Pelletier Daniel F. Schmidt J. Weber Geoffrey I. Webb L. Idoumghar Pierre-Alain Muller Franccois Petitjean AI4TS 87 1,072 0 11 Sep 2019