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Classification of Time-Series Images Using Deep Convolutional Neural Networks

2 October 2017

Papers citing "Classification of Time-Series Images Using Deep Convolutional Neural Networks"

34 / 34 papers shown

Title
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 180 6 0 13 Feb 2025
TimEHR: Image-based Time Series Generation for Electronic Health Records Hojjat Karami Mary-Anne Hartley David Atienza Anisoara Ionescu 70 4 0 09 Feb 2024
A Dynamic Temporal Self-attention Graph Convolutional Network for Traffic Prediction Ruiyuan Jiang Shangbo Wang Yuli Zhang AI4TS 40 0 0 21 Feb 2023
Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey Navid Mohammadi Foumani Lynn Miller Chang Wei Tan G. I. Webb Germain Forestier Mahsa Salehi BDL AI4TS 149 108 0 06 Feb 2023
Semi-supervised multiscale dual-encoding method for faulty traffic data detection Yongcan Huang Jidong J. Yang ViT 66 5 0 27 Dec 2022
Investigating Temporal Convolutional Neural Networks for Satellite Image Time Series Classification: A survey James Brock Zahraa S Abdallah 47 4 0 13 Apr 2022
Spectral Propagation Graph Network for Few-shot Time Series Classification Ling Yang linda Qiao Luxia Zhang 68 2 0 08 Feb 2022
Pre-Trained Language Transformers are Universal Image Classifiers Rahul Goel Modar Sulaiman Kimia Noorbakhsh Mahdieh Sharifi Ragunath R. Sharma Pooyan Jamshidi Kallol Roy ViT 34 3 0 25 Jan 2022
Deep Neural Networks on EEG Signals to Predict Auditory Attention Score Using Gramian Angular Difference Field Mahak Kothari Shreyansh Joshi Adarsh Nandanwar Aadetya Jaiswal V. Baths 25 1 0 24 Oct 2021
Fully Homomorphically Encrypted Deep Learning as a Service George Onoufriou Paul Mayfield Georgios Leontidis FedML 64 19 0 26 Jul 2021
Image Classifiers for Network Intrusions David Noever S. M. Noever 411 4 0 13 Mar 2021
A Novel CNN-LSTM-based Approach to Predict Urban Expansion W. Boulila Hamza Ghandorh M. Khan Fawad Ahmed Jawad Ahmad 118 104 0 02 Mar 2021
A Novel Multi-Stage Training Approach for Human Activity Recognition from Multimodal Wearable Sensor Data Using Deep Neural Network Tanvir Mahmud A. S. Sazzad Sayyed S. Fattah S. Kung HAI 25 26 0 03 Jan 2021
ConFuse: Convolutional Transform Learning Fusion Framework For Multi-Channel Data Analysis Pooja Gupta Jyoti Maggu A. Majumdar Émilie Chouzenoux Giovanni Chierchia AI4TS 122 2 0 09 Nov 2020
Is Image Encoding Beneficial for Deep Learning in Finance? An Analysis of Image Encoding Methods for the Application of Convolutional Neural Networks in Finance Dan Wang Tianrui Wang I. Florescu 40 13 0 17 Oct 2020
Deep learning for time series classification Hassan Ismail Fawaz BDL AI4TS 79 38 0 01 Oct 2020
Machine Learning in Airline Crew Pairing to Construct Initial Clusters for Dynamic Constraint Aggregation Yassine Yaakoubi F. Soumis Simon Lacoste-Julien AI4TS 46 25 0 30 Sep 2020
Flight-connection Prediction for Airline Crew Scheduling to Construct Initial Clusters for OR Optimizer Yassine Yaakoubi F. Soumis Simon Lacoste-Julien 51 9 0 26 Sep 2020
Piece-wise Matching Layer in Representation Learning for ECG Classification B. Ghazanfari Fatemeh Afghah Sixian Zhang AI4TS 34 0 0 26 Sep 2020
Towards Improved Human Action Recognition Using Convolutional Neural Networks and Multimodal Fusion of Depth and Inertial Sensor Data Zeeshan Ahmad N. Khan 54 17 0 22 Aug 2020
Encoding Power Traces as Images for Efficient Side-Channel Analysis Benjamin Hettwer Tobias Horn Stefan Gehrer Tim Güneysu AAML 52 27 0 23 Apr 2020
Implementation of Deep Neural Networks to Classify EEG Signals using Gramian Angular Summation Field for Epilepsy Diagnosis Palani Thanaraj Krishnan B. Parvathavarthini U. Tanik V. Rajinikanth Seifedine Kadry K. Kamalanand 45 46 0 08 Mar 2020
Complexity Measures and Features for Times Series classification Francisco Javier Baldan J. M. Benítez 75 20 0 27 Feb 2020
Motif Difference Field: A Simple and Effective Image Representation of Time Series for Classification Yadong Zhang Xin Chen AI4TS 30 2 0 21 Jan 2020
Human Action Recognition Using Deep Multilevel Multimodal (M2) Fusion of Depth and Inertial Sensors Zeeshan Ahmad N. Khan 67 43 0 25 Oct 2019
Self-attention for raw optical Satellite Time Series Classification M. Rußwurm Marco Körner AI4TS 88 268 0 23 Oct 2019
Deep Learning Detection of Inaccurate Smart Electricity Meters: A Case Study Ming Liu Dongpeng Liu Guangyu Sun Yi Zhao Duolin Wang Fangxing Liu Xiang Fang Qing He Dong Xu 27 1 0 26 Jul 2019
Trading via Image Classification N. Cohen T. Balch Manuela Veloso 90 34 0 23 Jul 2019
Anomaly detection with Wasserstein GAN I. Haloui J. Gupta Vincent Feuillard GAN AI4TS 60 14 0 06 Dec 2018
Precipitation Nowcasting: Leveraging bidirectional LSTM and 1D CNN Maitreya Patel Anery Patel R. Ghosh 27 8 0 24 Oct 2018
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 376 2,723 0 12 Sep 2018
Magnetic Resonance Spectroscopy Quantification using Deep Learning Nima Hatami M. Sdika H. Ratiney 53 42 0 19 Jun 2018
Towards a universal neural network encoder for time series Joan Serrà Santiago Pascual Alexandros Karatzoglou AI4TS 84 122 0 10 May 2018
Bag of Recurrence Patterns Representation for Time-Series Classification Nima Hatami Y. Gavet J. Debayle 49 39 0 29 Mar 2018