Methods › Computer Vision › Convolutions › 1D CNN

1-Dimensional Convolutional Neural Networks

1D CNN

92 papers tagged archive 2025-07-28

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.

PaperSource

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.

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.

TaskPapers
Time Series8
Anomaly Detection5
Sentiment Analysis5
Time Series Analysis5
Time Series Forecasting5
Classification4
Decision Making4
Deep Learning4
ECG Classification4
General Classification4
Object Detection4
Data Augmentation3
Decoder3
Diagnostic3
EEG3
Representation Learning3
Text to Speech3
Vocal Bursts Intensity Prediction3
object-detection3
text-to-speech3

Usage over time archive 2025-07-28

Papers per year tagged with 1D CNN: 2014 to 2025, peak 17 17 0 2014: 2 papers 2014 2015: 2 papers 2015 2016: 1 paper 2016 2017: 4 papers 2017 2018: 3 papers 2018 2019: 7 papers 2019 2020: 7 papers 2020 2021: 16 papers 2021 2022: 12 papers 2022 2023: 14 papers 2023 2024: 17 papers 2024 2025: 7 papers 2025
Papers per year the archive tags with this method, by the paper's archive date (92 dated). Bars are counts, not a trend claim.

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

Convolutions

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