Methods › Computer Vision › Convolutions › 1D CNN
1-Dimensional Convolutional Neural Networks
1D CNN
Introduced by Bjørn-Jostein Singstad et al. in Convolutional Neural Network and Rule-Based Algorithms for Classifying 12-lead ECGs
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
1D Convolutional Neural Networks are similar to well known and more established 2D Convolutional Neural Networks. 1D Convolutional Neural Networks are used mainly used on text and 1D signals.
Papers archive 2025-07-28
30 shown of 92, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Few-Shot Learning for Industrial Time Series: A Comparative Analysis Using the Example of Screw-Fastening Process Monitoring 16 Jun 2025 · 0 repositories · arXiv:2506.13909
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ProtoECGNet: Case-Based Interpretable Deep Learning for Multi-Label ECG Classification with Contrastive Learning 11 Apr 2025 · 1 repository · arXiv:2504.08713
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Open Deep Search: Democratizing Search with Open-source Reasoning Agents 26 Mar 2025 · 1 repository · arXiv:2503.20201Syntology ran 0 of 4 samples · 4 unverified
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Arrhythmia Classification from 12-Lead ECG Signals Using Convolutional and Transformer-Based Deep Learning Models 25 Feb 2025 · 0 repositories · arXiv:2502.17887
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Multimodal Bearing Fault Classification Under Variable Conditions: A 1D CNN with Transfer Learning 23 Feb 2025 · 0 repositories · arXiv:2502.17524
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SeizeIT2: Wearable Dataset Of Patients With Focal Epilepsy 3 Feb 2025 · 1 repository · arXiv:2502.01224
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Convolutional Fourier Analysis Network (CFAN): A Unified Time-Frequency Approach for ECG Classification 1 Feb 2025 · 0 repositories · arXiv:2502.00497
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Context-Aware Deep Learning for Multi Modal Depression Detection 26 Dec 2024 · 1 repository · arXiv:2412.19209
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A Temporal Convolutional Network-based Approach for Network Intrusion Detection 23 Dec 2024 · 0 repositories · arXiv:2412.17452
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From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology 23 Dec 2024 · 0 repositories · arXiv:2412.17778
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A 10.60 $μ$W 150 GOPS Mixed-Bit-Width Sparse CNN Accelerator for Life-Threatening Ventricular Arrhythmia Detection 22 Oct 2024 · 0 repositories · arXiv:2410.17395
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Mukhtasir-Khail-Net: An Ultra-Efficient Convolutional Neural Network for Sports Activity Recognition with Wearable Inertial Sensors 22 Oct 2024 · 1 repository
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1DCNNTrans: BISINDO Sign Language Interpreters in Improving the Inclusiveness of Public Services 3 Sep 2024 · 0 repositories · arXiv:2409.01975
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FORS-EMG: A Novel sEMG Dataset for Hand Gesture Recognition Across Multiple Forearm Orientations 3 Sep 2024 · 0 repositories · arXiv:2409.07484
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Comparison of Optimizers for Fault Isolation and Diagnostics of Control Rod Drives 9 Jul 2024 · 0 repositories · arXiv:2407.06557
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Physics-Informed Deep Learning and Partial Transfer Learning for Bearing Fault Diagnosis in the Presence of Highly Missing Data 16 Jun 2024 · 0 repositories · arXiv:2406.11023
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Generating density nowcasts for U.S. GDP growth with deep learning: Bayes by Backprop and Monte Carlo dropout 24 May 2024 · 0 repositories · arXiv:2405.15579
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LLaVA-UHD: an LMM Perceiving Any Aspect Ratio and High-Resolution Images 18 Mar 2024 · 1 repository · arXiv:2403.11703
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Chain-structured neural architecture search for financial time series forecasting 15 Mar 2024 · 0 repositories · arXiv:2403.14695
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Deep Learning for In-Orbit Cloud Segmentation and Classification in Hyperspectral Satellite Data 13 Mar 2024 · 0 repositories · arXiv:2403.08695
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Single Channel EEG Based Insomnia Identification Without Sleep Stage Annotations 9 Feb 2024 · 0 repositories · arXiv:2402.06251
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Unsupervised learning based end-to-end delayless generative fixed-filter active noise control 8 Feb 2024 · 1 repository · arXiv:2402.09460
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Harnessing Smartwatch Microphone Sensors for Cough Detection and Classification 31 Jan 2024 · 0 repositories · arXiv:2401.17738
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Classification of grapevine varieties using UAV hyperspectral imaging 23 Jan 2024 · 1 repository · arXiv:2401.12851
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One-dimensional Convolutional Neural Networks for Detecting Transiting Exoplanets 12 Dec 2023 · 0 repositories · arXiv:2312.07161
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Deep Learning Models for Arrhythmia Classification Using Stacked Time-frequency Scalogram Images from ECG Signals 1 Dec 2023 · 0 repositories · arXiv:2312.09426
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1D-CapsNet-LSTM: A Deep Learning-Based Model for Multi-Step Stock Index Forecasting 3 Oct 2023 · 0 repositories · arXiv:2310.02090
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Neural Feature Learning in Function Space 18 Sep 2023 · 1 repository · arXiv:2309.10140
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Deep learning assisted robust detection techniques for a chipless RFID sensor tag 26 Aug 2023 · 0 repositories · arXiv:2308.13944
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Multi-horizon short-term load forecasting using hybrid of LSTM and modified split convolution 15 Aug 2023 · 1 repository
Tasks archive 2025-07-28
20 shown of 166 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections