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
WEASEL 2.0 -- A Random Dilated Dictionary Transform for Fast, Accurate and Memory Constrained Time Series Classification Patrick Schäfer Ulf Leser 19 19 0 24 Jan 2023
Predicting Surface Texture in Steel Manufacturing at Speed A. Milne Xianghua Xie 8 0 0 20 Jan 2023
Representation Learning for Tablet and Paper Domain Adaptation in Favor of Online Handwriting Recognition Felix Ott David Rügamer Lucas Heublein Bernd Bischl Christopher Mutschler OOD 14 1 0 16 Jan 2023
Unleashing the Power of Shared Label Structures for Human Activity Recognition Xiyuan Zhang Ranak Roy Chowdhury Jiayun Zhang Dezhi Hong Rajesh K. Gupta Jingbo Shang VLM 18 6 0 01 Jan 2023
Dynamic Sparse Network for Time Series Classification: Learning What to "see'' Qiao Xiao Boqian Wu Yu Zhang Shiwei Liu Mykola Pechenizkiy Elena Mocanu D. Mocanu AI4TS 38 28 0 19 Dec 2022
POPNASv3: a Pareto-Optimal Neural Architecture Search Solution for Image and Time Series Classification Andrea Falanti Eugenio Lomurno Danilo Ardagna Matteo Matteucci AI4TS 43 11 0 13 Dec 2022
Matrix Profile XXVII: A Novel Distance Measure for Comparing Long Time Series Audrey Der Chin-Chia Michael Yeh R. Wu Junpeng Wang Yan Zheng Zhongfang Zhuang Liang Wang Wei Zhang Eamonn Keogh AI4TS 14 3 0 09 Dec 2022
Deep Learning Architectures for FSCV, a Comparison Thomas Twomey Leonardo S. Barbosa T. Lohrenz P. R. Montague 21 1 0 05 Dec 2022
Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space Models Siyi Tang Jared A. Dunnmon Liangqiong Qu Khaled Kamal Saab T. Baykaner Christopher Lee-Messer D. Rubin 27 21 0 21 Nov 2022
Does Deep Learning REALLY Outperform Non-deep Machine Learning for Clinical Prediction on Physiological Time Series? Ke Liao Wei Wang A. Elibol L. Meng Xu Zhao N. Chong OOD 33 1 0 11 Nov 2022
Privacy Meets Explainability: A Comprehensive Impact Benchmark S. Saifullah Dominique Mercier Adriano Lucieri Andreas Dengel Sheraz Ahmed 32 14 0 08 Nov 2022
An Empirical Evaluation of Multivariate Time Series Classification with Input Transformation across Different Dimensions Leonardos Pantiskas K. Verstoep Mark Hoogendoorn Henri E. Bal AI4TS 24 1 0 14 Oct 2022
Quantifying Quality of Class-Conditional Generative Models in Time-Series Domain Alireza Koochali Maria Walch Sankrutyayan Thota P. Schichtel Andreas Dengel Sheraz Ahmed EGVM 14 3 0 14 Oct 2022
A Large-Scale Annotated Multivariate Time Series Aviation Maintenance Dataset from the NGAFID Hong Yang Travis J. Desell AI4TS 21 1 0 13 Oct 2022
Improving Accuracy and Explainability of Online Handwriting Recognition Hilda Azimi Steve Chang Jonathan Gold Koray Karabina 19 4 0 14 Sep 2022
Explainable AI for tailored electricity consumption feedback -- an experimental evaluation of visualizations Jacqueline Wastensteiner T. Weiß Felix Haag K. Hopf 25 11 0 24 Aug 2022
Towards Inclusive HRI: Using Sim2Real to Address Underrepresentation in Emotion Expression Recognition Saba Akhyani Mehryar Abbasi Boroujeni Mo Chen Angelica Lim 36 4 0 15 Aug 2022
HyperTime: Implicit Neural Representation for Time Series Elizabeth Fons Alejandro Sztrajman Yousef El-Laham Alexandros Iosifidis Svitlana Vyetrenko AI4TS 29 21 0 11 Aug 2022
Detecting COVID-19 from digitized ECG printouts using 1D convolutional neural networks Thao Nguyen Hieu H. Pham Huy Le A. Nguyen Ngo Tien Thanh Cuong D. Do 24 12 0 10 Aug 2022
Information We Can Extract About a User From Óne Minute Mobile Application Usage' Sarwan Ali 23 2 0 27 Jul 2022
LightX3ECG: A Lightweight and eXplainable Deep Learning System for 3-lead Electrocardiogram Classification Khiem H. Le Hieu H. Pham Thao BT. Nguyen Tu Nguyen T. Thanh Cuong D. Do 18 34 0 25 Jul 2022
dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification Paul Boniol M. Meftah E. Remy Themis Palpanas AI4TS 19 24 0 25 Jul 2022
Transfer learning for time series classification using synthetic data generation Yarden Rotem Nathaniel Shimoni Lior Rokach Bracha Shapira SyDa 16 8 0 16 Jul 2022
Rethinking Attention Mechanism in Time Series Classification Bowen Zhao Huanlai Xing Xinhan Wang Fuhong Song Zhiwen Xiao AI4TS 33 30 0 14 Jul 2022
Convolutional Neural Networks for Time-dependent Classification of Variable-length Time Series Azusa Sawada Taiki Miyagawa Akinori F. Ebihara S. Yachida Toshinori Hosoi AI4TS 16 2 0 08 Jul 2022
Semi-unsupervised Learning for Time Series Classification Padraig Davidson M. Steininger A. Huhn Anna Krause Andreas Hotho 23 1 0 07 Jul 2022
A Deep Learning Approach for the Segmentation of Electroencephalography Data in Eye Tracking Applications L. Wolf Ard Kastrati M. Płomecka J. Li Dustin Klebe Alexander Veicht Roger Wattenhofer N. Langer 19 10 0 17 Jun 2022
Predicting Hate Intensity of Twitter Conversation Threads Qing Meng Tharun Suresh Roy Ka-Wei Lee Tanmoy Chakraborty 21 19 0 16 Jun 2022
A review of machine learning approaches, challenges and prospects for computational tumor pathology Liangrui Pan Zhichao Feng Shaoliang Peng AI4CE 19 7 0 31 May 2022
Braille Letter Reading: A Benchmark for Spatio-Temporal Pattern Recognition on Neuromorphic Hardware Simon F. Müller-Cleve Vittorio Fra Lyes Khacef Alejandro Pequeño-Zurro Daniel Klepatsch ... D. G. Ivanovich Shavika Rastogi Gianvito Urgese Friedemann Zenke Chiara Bartolozzi 22 38 0 30 May 2022
COSTI: a New Classifier for Sequences of Temporal Intervals J. Bilski A. Jastrzębska AI4TS 23 0 0 28 Apr 2022
Fuzzy Cognitive Maps and Hidden Markov Models: Comparative Analysis of Efficiency within the Confines of the Time Series Classification Task J. Bilski A. Jastrzębska AI4TS 13 1 0 28 Apr 2022
Satellite Image Time Series Analysis for Big Earth Observation Data R. Simões G. Câmara G. R. Queiroz F. Souza Pedro Ribeiro de Andrade Neto L. Santos Alexandre Carvalho K. Ferreira 29 68 0 24 Apr 2022
Efficient Architecture Search for Diverse Tasks Jun Shen M. Khodak Ameet Talwalkar 22 31 0 15 Apr 2022
Investigating Temporal Convolutional Neural Networks for Satellite Image Time Series Classification: A survey James Brock Z. Abdallah 24 4 0 13 Apr 2022
Domain Adaptation for Time-Series Classification to Mitigate Covariate Shift Felix Ott David Rügamer Lucas Heublein Bernd Bischl Christopher Mutschler OOD TTA AI4TS 33 31 0 07 Apr 2022
Taking ROCKET on an Efficiency Mission: Multivariate Time Series Classification with LightWaveS Leonardos Pantiskas K. Verstoep Mark Hoogendoorn Henri E. Bal 29 6 0 04 Apr 2022
Tampered VAE for Improved Satellite Image Time Series Classification Xin Cai Y. Bi Peter Nicholl AI4TS 14 1 0 30 Mar 2022
Enhancing Transformer Efficiency for Multivariate Time Series Classification Yuqing Wang Yun Zhao Linda R. Petzold AI4TS 16 2 0 28 Mar 2022
HYDRA: Competing convolutional kernels for fast and accurate time series classification Angus Dempster Daniel F. Schmidt Geoffrey I. Webb 28 55 0 25 Mar 2022
Identifying the root cause of cable network problems with machine learning G. Heiler Thassilo Gadermaier Thomas Haider Allan Hanbury Peter Filzmoser 8 3 0 09 Mar 2022
S-Rocket: Selective Random Convolution Kernels for Time Series Classification Hojjat Salehinejad Yang Wang Yuanhao Yu Jingshan Tang S. Valaee AI4TS 31 15 0 07 Mar 2022
Statistics and Deep Learning-based Hybrid Model for Interpretable Anomaly Detection Thabang Mathonsi Terence L van Zyl 35 0 0 25 Feb 2022
HDC-MiniROCKET: Explicit Time Encoding in Time Series Classification with Hyperdimensional Computing Kenny Schlegel Peer Neubert P. Protzel AI4TS 13 23 0 16 Feb 2022
TimeREISE: Time-series Randomized Evolving Input Sample Explanation Dominique Mercier Andreas Dengel Sheraz Ahmed AI4TS 11 7 0 16 Feb 2022
Auxiliary Cross-Modal Representation Learning with Triplet Loss Functions for Online Handwriting Recognition Felix Ott David Rügamer Lucas Heublein Bernd Bischl Christopher Mutschler 53 9 0 16 Feb 2022
Benchmarking Online Sequence-to-Sequence and Character-based Handwriting Recognition from IMU-Enhanced Pens Felix Ott David Rügamer Lucas Heublein Tim Hamann Jens Barth Bernd Bischl Christopher Mutschler 22 17 0 14 Feb 2022
Explainable Machine Learning for Breakdown Prediction in High Gradient RF Cavities Christoph Obermair T. Cartier-Michaud A. Apollonio W. Millar L. Felsberger ... W. Wuensch N. C. Lasheras M. Boronat Franz Pernkopf G. Burt 17 10 0 10 Feb 2022
Experimental Investigation of Variational Mode Decomposition and Deep Learning for Short-Term Multi-horizon Residential Electric Load Forecasting M. Ahajjam Daniel Bonilla Licea Mounir Ghogho A. Kobbane 29 28 0 01 Feb 2022
The FreshPRINCE: A Simple Transformation Based Pipeline Time Series Classifier Matthew Middlehurst A. Bagnall AI4TS 21 18 0 28 Jan 2022