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
Implet: A Post-hoc Subsequence Explainer for Time Series Models Fanyu Meng Ziwen Kan Shahbaz Rezaei Z. Kong Xin Chen Xin Liu AI4TS 24 0 0 13 May 2025
Learning Soft Sparse Shapes for Efficient Time-Series Classification Zhen Liu Yicheng Luo B. Li Emadeldeen Eldele Min-man Wu Qianli Ma AI4TS 29 0 0 11 May 2025
Lightweight Defense Against Adversarial Attacks in Time Series Classification Yi Han AAML 40 0 0 04 May 2025
Decentralized Time Series Classification with ROCKET Features Bruno Casella Matthias Jakobs Marco Aldinucci Sebastian Buschjäger AI4TS 32 0 0 24 Apr 2025
Contrastive Learning for Continuous Touch-Based Authentication Mengyu Qiao Yunpeng Zhai Yang Wang AAML 37 0 0 24 Apr 2025
Towards Simple Machine Learning Baselines for GNSS RFI Detection Viktor Ivanov Richard C. Wilson Maurizio Scaramuzza AAML 29 0 0 08 Apr 2025
Concept Extraction for Time Series with ECLAD-ts Antonia Holzapfel Andres Felipe Posada-Moreno Sebastian Trimpe AI4TS 21 0 0 07 Apr 2025
Optimal Embedding Guided Negative Sample Generation for Knowledge Graph Link Prediction M. Takamoto Daniel Oñoro-Rubio Wiem Ben-Rim Takashi Maruyama Bhushan Kotnis 39 0 0 04 Apr 2025
Evaluation of (Un-)Supervised Machine Learning Methods for GNSS Interference Classification with Real-World Data Discrepancies Lucas Heublein N. Raichur Tobias Feigl Tobias Brieger Fin Heuer Lennart Asbach A. Rügamer Felix Ott 49 7 0 31 Mar 2025
Exploring Reliable PPG Authentication on Smartwatches in Daily Scenarios J. Tang Jiacheng Liu Renling Tong Kai Zhu Zhe Li Xin Yi Junliang Xing Yuanchun Shi Y. Wang 131 0 0 31 Mar 2025
MASCOTS: Model-Agnostic Symbolic COunterfactual explanations for Time Series Dawid Płudowski Francesco Spinnato Piotr Wilczyñski Krzysztof Kotowski Evridiki Vasileia Ntagiou Riccardo Guidotti P. Biecek AI4TS 45 0 0 28 Mar 2025
Towards Imperceptible Adversarial Attacks for Time Series Classification with Local Perturbations and Frequency Analysis Wenwei Gu Renyi Zhong Jianping Zhang Michael R. Lyu AAML 33 0 0 25 Mar 2025
Comparative Analysis of Deep Learning Models for Real-World ISP Network Traffic Forecasting Josef Koumar Timotej Smoleň Kamil Jeřábek T. Čejka AI4TS 52 0 0 20 Mar 2025
ExChanGeAI: An End-to-End Platform and Efficient Foundation Model for Electrocardiogram Analysis and Fine-tuning Lucas Bickmann Lucas Plagwitz Antonius Büscher Lars Eckardt Julian Varghese 46 0 0 17 Mar 2025
ReLATE: Resilient Learner Selection for Multivariate Time-Series Classification Against Adversarial Attacks Cagla Ipek Kocal Onat Gungor Aaron Tartz T. Rosing Baris Aksanli AAML 59 0 0 10 Mar 2025
Machine-learning for photoplethysmography analysis: Benchmarking feature, image, and signal-based approaches Mohammad Moulaeifard Loic Coquelin Mantas Rinkevičius Andrius Sološenko Oskar Pfeffer ... Vaidotas Marozas Andrew Thompson P. Aston Peter H. Charlton Nils Strodthoff OOD 72 0 0 27 Feb 2025
Generalizable deep learning for photoplethysmography-based blood pressure estimation -- A Benchmarking Study Mohammad Moulaeifard Peter H. Charlton Nils Strodthoff OOD 69 1 0 26 Feb 2025
SMT(LIA) Sampling with High Diversity Yong Lai Junjie Li Chuan Luo 49 0 0 25 Feb 2025
Mitigating Data Scarcity in Time Series Analysis: A Foundation Model with Series-Symbol Data Generation Wenxuan Wang K. Wu Yujian Betterest Li Dan Wang X. Zhang J. Liu AI4TS 68 0 0 24 Feb 2025
MONSTER: Monash Scalable Time Series Evaluation Repository Angus Dempster Navid Mohammadi Foumani Chang Wei Tan Lynn Miller Amish Mishra Mahsa Salehi Charlotte Pelletier Daniel F. Schmidt G. Webb AI4TS 31 0 0 24 Feb 2025
Class-Dependent Perturbation Effects in Evaluating Time Series Attributions Gregor Baer Isel Grau Chao Zhang Pieter Van Gorp AAML 48 0 0 24 Feb 2025
$k$ -Graph: A Graph Embedding for Interpretable Time Series Clustering Paul Boniol Donato Tiano Angela Bonifati Themis Palpanas AI4TS 61 1 0 18 Feb 2025
Breast Lump Detection and Localization with a Tactile Glove Using Deep Learning Togzhan Syrymova Amir Yelenov Karina Burunchina Nazgul Abulkhanova H. A. Varol Juan Antonio Corrales Ramon Zhanat Kappassov 39 0 0 15 Feb 2025
Diffeomorphic Temporal Alignment Nets for Time-series Joint Alignment and Averaging R. Weber O. Freifeld AI4TS 64 0 0 10 Feb 2025
Enhancing Visual Inspection Capability of Multi-Modal Large Language Models on Medical Time Series with Supportive Conformalized and Interpretable Small Specialized Models Huayu Li Xiwen Chen C. Zhang S. Quan William D.S. Killgore Shu-Fen Wung Chen X. Chen Geng Yuan Jin Lu Ao Li 40 0 0 28 Jan 2025
Converting Time Series Data to Numeric Representations Using Alphabetic Mapping and k-mer strategy Sarwan Ali Tamkanat E. Ali I. Khan Murray Patterson AI4TS 42 0 0 31 Dec 2024
TableTime: Reformulating Time Series Classification as Training-Free Table Understanding with Large Language Models J. Wang Mingyue Cheng Qingyang Mao Qi Liu F. Xu Xin Li LMTD AI4TS 76 1 0 24 Nov 2024
Hierarchical Multimodal LLMs with Semantic Space Alignment for Enhanced Time Series Classification Xiaoyu Tao Tingyue Pan Mingyue Cheng Yucong Luo AI4TS 21 1 0 24 Oct 2024
Leveraging Deep Learning for Time Series Extrinsic Regression in predicting photometric metallicity of Fundamental-mode RR Lyrae Stars Lorenzo Monti Tatiana Muraveva Gisella Clementini Alessia Garofalo 33 1 0 23 Oct 2024
Active Learning of Robot Vision Using Adaptive Path Planning Julius Ruckin Federico Magistri Cyrill Stachniss Marija Popović SSL 26 0 0 14 Oct 2024
Stochastic Sparse Sampling: A Framework for Variable-Length Medical Time Series Classification Xavier Mootoo Alan A. Díaz-Montiel Milad Lankarany Hina Tabassum AI4TS 30 0 0 08 Oct 2024
Estimating the Number of HTTP/3 Responses in QUIC Using Deep Learning Barak Gahtan Robert J. Shahla R. Cohen A. Bronstein 40 0 0 08 Oct 2024
A Functional Extension of Semi-Structured Networks David Rügamer Bernard X. W. Liew Zainab Altai Almond Stöcker 26 0 0 07 Oct 2024
CUDLE: Learning Under Label Scarcity to Detect Cannabis Use in Uncontrolled Environments Reza Rahimi Azghan Nicholas C. Glodosky Ramesh Kumar Sah Carrie Cuttler Ryan McLaughlin M. Cleveland Hassan Ghasemzadeh 28 2 0 04 Oct 2024
Delving Deep into Engagement Prediction of Short Videos Dasong Li Wenjie Li Baili Lu Hongsheng Li Sizhuo Ma Gurunandan Krishnan Jian Wang 19 0 0 30 Sep 2024
Explanation Space: A New Perspective into Time Series Interpretability Shahbaz Rezaei Xin Liu AI4TS 34 1 0 02 Sep 2024
Time series classification with random convolution kernels: pooling operators and input representations matter Mouhamadou Mansour Lo Gildas Morvan Mathieu Rossi Fabrice Morganti David Mercier AI4TS 24 0 0 02 Sep 2024
Benchmarking Counterfactual Interpretability in Deep Learning Models for Time Series Classification Ziwen Kan Shahbaz Rezaei Xin Liu BDL AI4TS 32 0 0 22 Aug 2024
Correlation Analysis of Adversarial Attack in Time Series Classification Zhengyang Li Wenhao Liang Chang Dong Weitong Chen Dong Huang AAML 39 0 0 21 Aug 2024
A Systematic Evaluation of Generated Time Series and Their Effects in Self-Supervised Pretraining Audrey Der Chin-Chia Michael Yeh Xin Dai Huiyuan Chen Yan Zheng ... Vivian Lai Junpeng Wang Liang Wang Wei Zhang Eamonn J. Keogh AI4TS 38 1 0 15 Aug 2024
Kolmogorov-Arnold Networks (KAN) for Time Series Classification and Robust Analysis Chang Dong L. Zheng Weitong Chen AI4TS 29 12 0 14 Aug 2024
An End-to-End Model for Time Series Classification In the Presence of Missing Values Pengshuai Yao Mengna Liu Xu Cheng Fan Shi Huan Li Xiufeng Liu Shengyong Chen AI4TS 40 0 0 11 Aug 2024
Enhancing Eye-Tracking Performance through Multi-Task Learning Transformer Weigeng Li Neng Zhou Xiaodong Qu 41 15 0 11 Aug 2024
VizECGNet: Visual ECG Image Network for Cardiovascular Diseases Classification with Multi-Modal Training and Knowledge Distillation Ju-Hyeon Nam Seo-Hyung Park Su Jung Kim Sang-Chul Lee 19 0 0 06 Aug 2024
Classification of Raw MEG/EEG Data with Detach-Rocket Ensemble: An Improved ROCKET Algorithm for Multivariate Time Series Analysis Adria Solana Erik Fransén Gonzalo Uribarri 30 2 0 05 Aug 2024
Exploring Facial Biomarkers for Depression through Temporal Analysis of Action Units Aditya Parikh Misha Sadeghi Björn Eskofier 21 2 0 18 Jul 2024
ADAPT: Multimodal Learning for Detecting Physiological Changes under Missing Modalities Julie Mordacq Léo Milecki Maria Vakalopoulou Steve Oudot Vicky Kalogeiton OffRL MedIm 37 3 0 04 Jul 2024
Deep Temporal Sequence Classification and Mathematical Modeling for Cell Tracking in Dense 3D Microscopy Videos of Bacterial Biofilms T. T. Toma Yibo Wang Andreas Gahlmann Scott T. Acton 27 0 0 27 Jun 2024
aeon: a Python toolkit for learning from time series Matthew Middlehurst Ali Ismail-Fawaz Antoine Guillaume Christopher Holder David Guijo Rubio ... Leonidas Tsaprounis Lukasz Mentel Martin Walter Patrick Schäfer Anthony Bagnall AI4TS 44 15 0 20 Jun 2024
Improving the Evaluation and Actionability of Explanation Methods for Multivariate Time Series Classification D. Serramazza Thach le Nguyen Georgiana Ifrim 27 2 0 18 Jun 2024