Imaging Time-Series to Improve Classification and Imputation

1 June 2015

Papers citing "Imaging Time-Series to Improve Classification and Imputation"

50 / 83 papers shown

Title
Optimal Embedding Guided Negative Sample Generation for Knowledge Graph Link Prediction M. Takamoto Daniel Oñoro-Rubio Wiem Ben-Rim Takashi Maruyama Bhushan Kotnis 47 1 0 04 Apr 2025
EGR-Net: A Novel Embedding Gramian Representation CNN for Intelligent Fault Diagnosis Linshan Jia 62 0 0 26 Feb 2025
Vision-Enhanced Time Series Forecasting via Latent Diffusion Models Weilin Ruan Siru Zhong Haomin Wen Keli Zhang AI4TS 79 1 0 16 Feb 2025
Harnessing Vision Models for Time Series Analysis: A Survey Jingchao Ni Ziming Zhao ChengAo Shen Hanghang Tong Dongjin Song Wei Cheng Dongsheng Luo Haifeng Chen AI4TS 79 1 0 13 Feb 2025
Integrating Sequence and Image Modeling in Irregular Medical Time Series Through Self-Supervised Learning Liuqing Chen Shuhong Xiao Shixian Ding Shanhai Hu Lingyun Sun 71 0 0 10 Feb 2025
See it, Think it, Sorted: Large Multimodal Models are Few-shot Time Series Anomaly Analyzers Jiaxin Zhuang Leon Yan Zhenwei Zhang Ruiqi Wang Jiawei Zhang Yuantao Gu AI4TS 40 8 0 04 Nov 2024
Improving Musical Instrument Classification with Advanced Machine Learning Techniques Joanikij Chulev 33 1 0 01 Nov 2024
Utilizing Image Transforms and Diffusion Models for Generative Modeling of Short and Long Time Series Ilan Naiman Nimrod Berman Itai Pemper Idan Arbiv Gal Fadlon Omri Azencot 32 11 0 25 Oct 2024
Deep learning-based fault identification in condition monitoring Hariom Dhungana Suresh Kumar Mukhiya Pragya Dhungana Benjamin Karic 26 1 0 08 Oct 2024
Non-linear Analysis Based ECG Classification of Cardiovascular Disorders Suraj Kumar Behera Debanjali Bhattacharya Ninad Aithal Neelam Sinha 26 0 0 02 Aug 2024
The Energy Cost of Artificial Intelligence Lifecycle in Communication Networks Shih-Kai Chou Jernej Hribar William Alberto Cruz Castañeda M. Mohorčič Carolina Fortuna 50 0 0 01 Aug 2024
Privacy-Preserving ECG Data Analysis with Differential Privacy: A Literature Review and A Case Study Arin Ghazarian Jianwei Zheng Cyril Rakovski 43 0 0 19 Jun 2024
A Novel Time Series-to-Image Encoding Approach for Weather Phenomena Classification Christian Giannetti 22 0 0 07 Jun 2024
Beyond Random Missingness: Clinically Rethinking for Healthcare Time Series Imputation Linglong Qian Zina Ibrahim Wenjie Du Yiyuan Yang Richard J. B. Dobson Zina Ibrahim AI4TS 40 3 0 26 May 2024
Deep Learning for Satellite Image Time Series Analysis: A Review Lynn Miller Charlotte Pelletier Geoffrey I. Webb 35 18 0 05 Apr 2024
TimEHR: Image-based Time Series Generation for Electronic Health Records Hojjat Karami Mary-Anne Hartley David Atienza Anisoara Ionescu 24 3 0 09 Feb 2024
MCI Detection using fMRI time series embeddings of Recurrence plots Ninad Aithal Chakka Sai Pradeep Neelam Sinha 15 3 0 30 Nov 2023
Augmenting Radio Signals with Wavelet Transform for Deep Learning-Based Modulation Recognition Tao Chen Shilian Zheng Kunfeng Qiu Luxin Zhang Qi Xuan Xiaoniu Yang 19 4 0 07 Nov 2023
Exploring Driving Behavior for Autonomous Vehicles Based on Gramian Angular Field Vision Transformer Junwei You Ying Chen Zhuoyu Jiang Zhangchi Liu Zilin Huang Yifeng Ding Bin Ran 27 0 0 21 Oct 2023
Quantum-Enhanced Forecasting: Leveraging Quantum Gramian Angular Field and CNNs for Stock Return Predictions Zhengmeng Xu Yujie Wang Xiaotong Feng Yilin Wang Yanli Li Hai Lin AIFin 18 7 0 11 Oct 2023
NetDiffus: Network Traffic Generation by Diffusion Models through Time-Series Imaging Nirhoshan Sivaroopan Dumindu Bandara Chamara Madarasingha Guilluame Jourjon A. Jayasumana Kanchana Thilakarathna DiffM 27 17 0 23 Sep 2023
Spatial encoding of BOLD fMRI time series for categorizing static images across visual datasets: A pilot study on human vision Vamshi K. Kancharala Debanjali Bhattacharya Neelam Sinha 37 5 0 07 Sep 2023
Gramian Angular Fields for leveraging pretrained computer vision models with anomalous diffusion trajectories Òscar Garibo i Orts Nicolás Firbas L. Sebastiá J. A. Conejero DiffM 26 11 0 02 Sep 2023
Machine-Learning Solutions for the Analysis of Single-Particle Diffusion Trajectories Henrik Seckler J. Szwabiński Ralf Metzler 19 25 0 18 Aug 2023
Deep Learning Driven Detection of Tsunami Related Internal GravityWaves: a path towards open-ocean natural hazards detection V. Constantinou M. Ravanelli Hamlin Liu J. Bortnik 13 2 0 08 Aug 2023
Refining the Optimization Target for Automatic Univariate Time Series Anomaly Detection in Monitoring Services Manqing Dong Zhanxiang Zhao Yitong Geng Wentao Li Wei Wang Huai Jiang AI4TS 27 0 0 20 Jul 2023
Social Impressions of the NAO Robot and its Impact on Physiology Ruchik Mishra K. Welch 26 2 0 03 Jul 2023
Imbalanced Aircraft Data Anomaly Detection Hao Yang Junyuan Gao Yuan. Yuan Xuelong Li AI4TS 19 4 0 17 May 2023
Fault diagnosis for PV arrays considering dust impact based on transformed graphical feature of characteristic curves and convolutional neural network with CBAM modules Jiaqi Qu Lu Wei Qiang Sun H. Zareipour Zheng Qian 10 0 0 24 Mar 2023
Multi-task Meta Label Correction for Time Series Prediction Luxuan Yang Ting Gao Wei Wei Min Dai Cheng Fang Jinqiao Duan AI4TS 39 3 0 09 Mar 2023
Synthetic ECG Signal Generation using Probabilistic Diffusion Models Edmond Adib Amanda Fernandez Fatemeh Afghah John J. Prevost DiffM 40 38 0 04 Mar 2023
Time Series as Images: Vision Transformer for Irregularly Sampled Time Series Zekun Li Shiyang Li Xifeng Yan AI4TS 26 47 0 01 Mar 2023
Semi-supervised multiscale dual-encoding method for faulty traffic data detection Yongcan Huang Jidong J. Yang ViT 15 5 0 27 Dec 2022
StyleTime: Style Transfer for Synthetic Time Series Generation Yousef El-Laham Svitlana Vyetrenko AI4TS 26 5 0 22 Sep 2022
Digital-twin-enhanced metal tube bending forming real-time prediction method based on Multi-source-input MTL Chang-Hai Sun Zili Wang Shuyou Zhang Tao Zhou Jie Li Jianrong Tan AI4CE 15 9 0 03 Jul 2022
ImAiR: Airwriting Recognition framework using Image Representation of IMU Signals Ayush Tripathi A. Mondal Lalan Kumar Prathosh A.P. 25 9 0 04 May 2022
Auxiliary Cross-Modal Representation Learning with Triplet Loss Functions for Online Handwriting Recognition Felix Ott David Rügamer Lucas Heublein Bernd Bischl Christopher Mutschler 56 9 0 16 Feb 2022
Spectral Propagation Graph Network for Few-shot Time Series Classification Ling Yang linda Qiao Luxia Zhang 13 2 0 08 Feb 2022
Financial Vision Based Reinforcement Learning Trading Strategy Yun-Cheng Tsai Fu-Min Szu Jun-Hao Chen Samuel Yen-Chi Chen AIFin 8 5 0 03 Feb 2022
Dynamic Deep Convolutional Candlestick Learner Jun-Hao Chen Yun-Cheng Tsai 11 4 0 21 Jan 2022
Denoised Labels for Financial Time-Series Data via Self-Supervised Learning Yanqing Ma Carmine Ventre M. Polukarov NoLa 23 7 0 19 Dec 2021
Leveraging Image-based Generative Adversarial Networks for Time Series Generation Justin Hellermann Stefan Lessmann GAN AI4TS 26 4 0 15 Dec 2021
Graph neural network-based fault diagnosis: a review Zhi-wen Chen Jiamin Xu Cesare Alippi S. Ding Yuri A. W. Shardt Tao Peng Chunhua Yang AI4CE 25 36 0 16 Nov 2021
Gait-based Frailty Assessment using Image Representation of IMU Signals and Deep CNN Muhammad Zeeshan Arshad Dawoon Jung Mina Park Hyungeun Shin Jinwook Kim Kyung-Ryoul Mun CVBM 13 12 0 15 Oct 2021
Magnetic Field Sensing for Pedestrian and Robot Indoor Positioning L. Antsfeld Boris Chidlovskii 18 11 0 26 Aug 2021
AdaRNN: Adaptive Learning and Forecasting of Time Series Yuntao Du Jindong Wang Wenjie Feng Sinno Jialin Pan Tao Qin Renjun Xu Chongjun Wang AI4TS 35 236 0 10 Aug 2021
Unstructured Handwashing Recognition using Smartwatch to Reduce Contact Transmission of Pathogens E. Lattanzi Lorenzo Calisti Valerio Freschi 13 13 0 28 Jul 2021
ECG Heartbeat Classification Using Multimodal Fusion Zeeshan Ahmad Anika Tabassum L. Guan N. Khan 16 79 0 21 Jul 2021
ECG Heart-beat Classification Using Multimodal Image Fusion Zeeshan Ahmad Anika Tabassum N. Khan L. Guan 11 24 0 28 May 2021
Inertial Sensor Data To Image Encoding For Human Action Recognition Zeeshan Ahmad N. Khan 13 35 0 28 May 2021