InceptionTime: Finding AlexNet for Time Series Classification

11 September 2019

Germain Forestier

Papers citing "InceptionTime: Finding AlexNet for Time Series Classification"

50 / 253 papers shown

Title
A Multi-Resolution Mutual Learning Network for Multi-Label ECG Classification Wei Huang Ning Wang Panpan Feng Haiyan Wang Zongmin Wang Bing Zhou 19 2 0 12 Jun 2024
Data Augmentation for Multivariate Time Series Classification: An Experimental Study Romain Ilbert Thai V. Hoang Zonghua Zhang 30 0 0 10 Jun 2024
Towards Data-Driven Electricity Management: Multi-Region Harmonized Data and Knowledge Graph Vid Hanzel Blaž Bertalanič Carolina Fortuna 19 1 0 29 May 2024
CausalConceptTS: Causal Attributions for Time Series Classification using High Fidelity Diffusion Models Juan Miguel Lopez Alcaraz Nils Strodthoff DiffM AI4TS CML 29 2 0 24 May 2024
Animal Behavior Analysis Methods Using Deep Learning: A Survey Edoardo Fazzari Donato Romano Fabrizio Falchi Cesare Stefanini 27 3 0 22 May 2024
TimeMIL: Advancing Multivariate Time Series Classification via a Time-aware Multiple Instance Learning Xiwen Chen Peijie Qiu Wenhui Zhu Huayu Li Hao Wang Aristeidis Sotiras Yalin Wang Abolfazl Razi AI4TS 34 7 0 06 May 2024
AdaFSNet: Time Series Classification Based on Convolutional Network with a Adaptive and Effective Kernel Size Configuration Haoxiao Wang Bo Peng Jianhua Zhang Xu Cheng AI4TS 39 1 0 28 Apr 2024
QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models -- Extended Version David Campos Bin Yang Tung Kieu Miao Zhang Chenjuan Guo Christian S. Jensen 39 7 0 22 Apr 2024
Reuse out-of-year data to enhance land cover mappingvia feature disentanglement and contrastive learning C. Dantas R. Gaetano Claudia Paris Dino Ienco 33 0 0 17 Apr 2024
Are EEG Sequences Time Series? EEG Classification with Time Series Models and Joint Subject Training Johannes Burchert Thorben Werner Vijaya Krishna Yalavarthi Diego Coello de Portugal Maximilian Stubbemann Lars Schmidt-Thieme 19 1 0 10 Apr 2024
Artificial Neural Networks-based Real-time Classification of ENG Signals for Implanted Nerve Interfaces Antonio Coviello Francesco Linsalata U. Spagnolini Maurizio Magarini 25 3 0 29 Mar 2024
DeepHeteroIoT: Deep Local and Global Learning over Heterogeneous IoT Sensor Data Muhammad Sakib Khan Inan Kewen Liao Haifeng Shen Prem Prakash Jayaraman Dimitrios Georgakopoulos Ming Jian Tang 38 0 0 29 Mar 2024
Multimodal Physical Fitness Monitoring (PFM) Framework Based on TimeMAE-PFM in Wearable Scenarios Junjie Zhang Zheming Zhang Huachen Xiang Yangquan Tan Linnan Huo Fengyi Wang 21 0 0 25 Mar 2024
Castor: Competing shapelets for fast and accurate time series classification Isak Samsten Zed Lee AI4TS 24 0 0 19 Mar 2024
A Comparison of Deep Learning Architectures for Spacecraft Anomaly Detection Daniel Lakey Tim Schlippe 35 2 0 19 Mar 2024
Advancing Time Series Classification with Multimodal Language Modeling Mingyue Cheng Yiheng Chen Qi Liu Zhiding Liu Yucong Luo AI4TS 33 11 0 19 Mar 2024
Time Series Representation Learning with Supervised Contrastive Temporal Transformer Yuansan Liu S. Wijewickrema C. Bester Stephen O'Leary James Bailey AI4TS 28 1 0 16 Mar 2024
Towards Diverse Perspective Learning with Selection over Multiple Temporal Poolings Jihyeon Seong Jungmin Kim Jaesik Choi AI4TS 45 1 0 14 Mar 2024
Classifying Objects in 3D Point Clouds Using Recurrent Neural Network: A GRU LSTM Hybrid Approach Ramin Mousa Mitra Khezli Mohamadreza Azadi Vahid Nikoofard Saba Hesaraki 3DPC 25 1 0 09 Mar 2024
Efficient High-Resolution Time Series Classification via Attention Kronecker Decomposition Aosong Feng Jialin Chen Juan Garza Brooklyn Berry Francisco Salazar Yifeng Gao Rex Ying Leandros Tassiulas 35 1 0 07 Mar 2024
ConvTimeNet: A Deep Hierarchical Fully Convolutional Model for Multivariate Time Series Analysis Mingyue Cheng Jiqian Yang Tingyue Pan Qi Liu Zhi Li AI4TS 33 12 0 03 Mar 2024
Multi-modal Heart Failure Risk Estimation based on Short ECG and Sampled Long-Term HRV Sergio González Abel Ko-Chun Yi Wan-Ting Hsieh Wei-Chao Chen Chun-Li Wang V. C. Wu Shang-Hung Chang 25 3 0 01 Mar 2024
Constraint Latent Space Matters: An Anti-anomalous Waveform Transformation Solution from Photoplethysmography to Arterial Blood Pressure Cheng Bian Xiaoyu Li Qi Bi Guangpu Zhu Jiegeng Lyu Weile Zhang Yelei Li Zijing Zeng 34 0 0 23 Feb 2024
MSTAR: Multi-Scale Backbone Architecture Search for Timeseries Classification Tue Cao N.H. Tran Hieu H. Pham Hung T. Nguyen Le P. Nguyen 45 0 0 21 Feb 2024
Right on Time: Revising Time Series Models by Constraining their Explanations Maurice Kraus David Steinmann Antonia Wüst Andre Kokozinski Kristian Kersting AI4TS 40 4 0 20 Feb 2024
Rank Supervised Contrastive Learning for Time Series Classification Qianying Ren Dongsheng Luo Dongjin Song AI4TS 21 2 0 31 Jan 2024
ADF & TransApp: A Transformer-Based Framework for Appliance Detection Using Smart Meter Consumption Series Adrien Petralia Philippe Charpentier Themis Palpanas AI4TS 21 1 0 17 Dec 2023
User Authentication and Identity Inconsistency Detection via Mouse-trajectory Similarity Measurement Rui Jin Yong Liao Pengyuan Zhou 10 1 0 16 Dec 2023
Deep Unsupervised Domain Adaptation for Time Series Classification: a Benchmark Hassan Ismail Fawaz Ganesh Del Grosso Tanguy Kerdoncuff Aurélie Boisbunon Illyyne Saffar AI4TS 32 2 0 15 Dec 2023
CGS-Mask: Making Time Series Predictions Intuitive for All Feng Lu Wei Li Yifei Sun Cheng Song Yufei Ren Albert Y. Zomaya AI4TS 22 0 0 15 Dec 2023
Self-supervised Machine Learning Based Approach to Orbit Modelling Applied to Space Traffic Management Emma Stevenson V. Rodríguez-Fernández H. Urrutxua Vincent Morand David Camacho SSL 21 3 0 11 Dec 2023
Fast Classification of Large Time Series Datasets Muhammad Marwan Muhammad Fuad 20 0 0 10 Dec 2023
Multi-Scale and Multi-Modal Contrastive Learning Network for Biomedical Time Series Hongbo Guo Xinzi Xu Hao Wu Guoxing Wang AI4TS 21 1 0 06 Dec 2023
STADEE: STAtistics-based DEEp Detection of Machine Generated Text Zheng Chen Huming Liu DeLMO 11 4 0 04 Dec 2023
Deep Learning for Time Series Classification of Parkinson's Disease Eye Tracking Data Gonzalo Uribarri Simon Ekman von Huth Josefine Waldthaler Per Svenningsson Erik Fransén 25 4 0 28 Nov 2023
FRUITS: Feature Extraction Using Iterated Sums for Time Series Classification Joscha Diehl Richard Krieg AI4TS 23 4 0 24 Nov 2023
Finding Foundation Models for Time Series Classification with a PreText Task Ali Ismail-Fawaz Maxime Devanne Stefano Berretti Jonathan Weber Germain Forestier 28 5 0 24 Nov 2023
Inherently Interpretable Time Series Classification via Multiple Instance Learning Joseph Early Gavin K. C. Cheung Kurt Cutajar Hanting Xie Jas Kandola Niall Twomey AI4TS 25 11 0 16 Nov 2023
IncepSE: Leveraging InceptionTime's performance with Squeeze and Excitation mechanism in ECG analysis Tue Cao Nhat Tran Le Nguyen Hieu Pham Hung Nguyen 36 1 0 16 Nov 2023
Long-term Time Series Forecasting based on Decomposition and Neural Ordinary Differential Equations S. Lim Jaehyeon Park Seojin Kim Hyowon Wi Haksoo Lim Jinsung Jeon Jeongwhan Choi Noseong Park AI4TS AI4CE 21 2 0 08 Nov 2023
Exploring Best Practices for ECG Pre-Processing in Machine Learning Amir Salimi S. Kalmady Abram Hindle Osmar Zaiane Padma Kaul 21 3 0 02 Nov 2023
MicroNAS: Memory and Latency Constrained Hardware-Aware Neural Architecture Search for Time Series Classification on Microcontrollers Tobias King Yexu Zhou Tobias Röddiger Michael Beigl 28 3 0 27 Oct 2023
A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis Shuhan Zhong Sizhe Song Weipeng Zhuo Guanyao Li Yang Liu S.-H. Gary Chan AI4TS 25 18 0 18 Oct 2023
NuTime: Numerically Multi-Scaled Embedding for Large-Scale Time-Series Pretraining Chenguo Lin Xumeng Wen Wei Cao Congrui Huang Jiang Bian Stephen Lin Zhirong Wu AI4TS 36 4 0 11 Oct 2023
Temporal Convolutional Explorer Helps Understand 1D-CNN's Learning Behavior in Time Series Classification from Frequency Domain Junru Zhang Lang Feng Yang He Yuhan Wu Yabo Dong AI4TS 27 4 0 09 Oct 2023
Time-Series Classification in Smart Manufacturing Systems: An Experimental Evaluation of State-of-the-Art Machine Learning Algorithms Mojtaba A. Farahani M. R. McCormick R. Harik Thorsten Wuest 25 18 0 04 Oct 2023
Detach-ROCKET: Sequential feature selection for time series classification with random convolutional kernels Gonzalo Uribarri Federico Barone A. Ansuini Erik Fransén AI4TS 39 6 0 25 Sep 2023
Early Churn Prediction from Large Scale User-Product Interaction Time Series S. Bhattacharjee Utkarsh Thukral Nilesh Patil AI4TS 24 1 0 25 Sep 2023
Empirical Study of Mix-based Data Augmentation Methods in Physiological Time Series Data Peikun Guo Huiyuan Yang Akane Sano AI4TS 11 5 0 18 Sep 2023
POCKET: Pruning Random Convolution Kernels for Time Series Classification from a Feature Selection Perspective Shaowu Chen Weize Sun Lei Huang Xiaopeng Li Qingyuan Wang Deepu John AI4TS 18 2 0 15 Sep 2023