1d-cnn

This repository provides the code used to create the results presented in "Global canopy height regression and uncertainty estimation from GEDI LIDAR waveforms with deep ensembles".

deep-learning waveform regression cnn lidar convolutional-neural-networks uncertainty-estimation gedi bayesian-deep-learning 1d-convolution 1d-cnn deep-ensembles

UpdatedNov 4, 2021
Python

felixriese /CNN-SoilTextureClassification

Star59

1-dimensional convolutional neural networks (CNN) for the classification of soil texture based on hyperspectral data

conference cnn classification convolutional-neural-networks publication hyperspectral-data publication-code soil-texture-classification 1d-cnn

UpdatedMay 9, 2022
Python

animikhaich /ECG-Atrial-Fibrillation-Classification-Using-CNN

Star48

This is a CNN based model which aims to automatically classify the ECG signals of a normal patient vs. a patient with AF and has been trained to achieve up to 93.33% validation accuracy.

deep-learning tensorflow patient ecg classification ecg-signal cnn-keras atrial-fibrillation cnn-classification 1d-convolution 1d-cnn ecg-signals

UpdatedMar 21, 2021
Jupyter Notebook

Jumabek /net_intrusion_detection

Star45

Network intrusion detection with Machine Learning (Deep Learning) experiment : 1d-cnn, softmax, neural networks, convolution

learning flow machine-learning networking deep-learning neural-network network detection machine cnn pytorch network-monitoring deeplearning convolutional-neural-networks intrusion softmax 1d-cnn

UpdatedJun 13, 2024
Jupyter Notebook

yuchengml /MTC

Star32

Implementation of a multi-task model for encrypted network traffic classification based on transformer and 1D-CNN.

pytorch transformer multi-task-learning 1d-cnn wandb encrypted-traffic-classification iscx-vpn-non-vpn

UpdatedDec 24, 2023
Python

rsyamil /timeseries-rnn

Star30

Time-series forecasting with 1D Conv model, RNN (LSTM) model and Transformer model. Comparison of long-term and short-term forecasts using synthetic timeseries. Sequence-to-sequence formulation.

keras tutorials comparison transformer lstm rnn dynamical-systems predictive-modeling forecasting-models 1d-cnn

UpdatedApr 9, 2023
Jupyter Notebook

mache102 /ma1dcnn-pytorch

Star27

PyTorch Implementation of "Understanding and Learning Discriminant Features based on Multiattention 1DCNN for Wheelset Bearing Fault Diagnosis" by Wang et al.

python python3 pytorch pytorch-implementation fault-diagnosis 1d-cnn

UpdatedSep 26, 2023
Python

degerliaysen /MultiEchoAI

Star25

Myocardial Infarction Detection

machine-learning deep-learning random-forest convolutional-neural-networks decision-tree-classifier svm-classifier medical-image-analysis cnn-classification echocardiography multi-view 1d-cnn heart-attack myocardial-infarction

UpdatedSep 30, 2023
Python

ZFTurbo /classification_models_1D

Star25

Classification models 1D Zoo - Keras and TF.Keras

tensorflow keras audio-processing keras-tensorflow 1d-model 1d-convolution 1d-cnn

UpdatedJul 18, 2024
Python

kyuyeonpooh /split-learning-1d-cnn

Star21

Source codes of paper "Can We Use Split Learning on 1D CNN for Privacy Preserving Training?"

mit-bih-arrhythmia ecg-classification 1d-cnn split-learning

UpdatedFeb 28, 2020
Jupyter Notebook

harshraj3223 /Automated-Detection-and-Localization-of-Myocardial-Infarction-Research-Project

Star18

Classifier for detection and prediction of the type of MI or NORM from 12-lead ECG beats.

feature-extraction rnn deeplearning bilstm ecg-classification 1d-cnn myocardial-infarction 12-lead-ecg-beats

UpdatedMar 8, 2022
Jupyter Notebook

moharamfatema /heartbeat-sounds

Star16

Heart Sound Segmentation And Classification | Kaggle Competition

machine-learning deep-learning neural-network keras jupyter-notebook heartbeat regression kaggle-competition classification segmentation python-3 convolutional-neural-networks librosa kaggle-dataset tensorflow2 1d-cnn

UpdatedJan 25, 2023
Jupyter Notebook

raf545 /BioKey---Keystroke-dynamics-for-user-authentication

Star15

Our project considers various machine learning and deep learning techniques like CNN and RNN based on free-text keystroke features for user authentication. Moreover, we will develop a simple UI to test new users.

python lstm keras-tensorflow keystroke-dynamics 1d-cnn

UpdatedJun 8, 2022
Jupyter Notebook

cserajdeep /1DCNN-IRIS-PyTorch

Star13

1 Dimensional Convolutional Neural Network for Iris dataset classification

python deep-neural-networks pytorch classification iris-dataset cnn-classification 1d-cnn

UpdatedJul 8, 2021
Jupyter Notebook

TATU-hacker /NIDS-1D_CNN-GA_PSO

Star12

Hyperparameter Optimization for 1D-CNN-Based Network Intrusion Detection Using GA and PSO

genetic-algorithm hyperparameter-optimization nids ga convolutional-neural-network particle-swarm-optimization pso intrusion-detection-system 1d-cnn

UpdatedFeb 19, 2025
Jupyter Notebook

Sakib1263 /MobileNet-1D-2D-Tensorflow-Keras

Star12

Supported Models: MobileNet [V1, V2, V3_Small, V3_Large] (Both 1D and 2D versions with DEMO, for Classification and Regression)

demo machine-learning deep-learning jupyter-notebook regression python3 classification convolutional-neural-networks keras-tensorflow mobilenet 2d-cnn mobilenetv2 tensorflow2 1d-cnn mobilenetv3-large mobilenetv3-small end-to-end-pipeline

UpdatedOct 4, 2021
Jupyter Notebook

arorabhavna /COVID19-Forecasting

Star7

An attempt to forecast the upcoming cases for CoVID19 in India using 1D-CNN, LSTM and BRNN based model . The dataset has been taken from the Kaggle Competitionhttps://www.kaggle.com/covid19

lstm brnn 1d-cnn

UpdatedMay 3, 2020
Jupyter Notebook

shreyas-muralidhara /UCI-Cardiac-Arrhythmia-Classification

Star6

Predict the type of arrhythmia based on Electro-cardiogram (ECG) tool using machine learning models and algorithms.

svm-classifier k-fold uci-machine-learning mlp-classifier knn-classifier 1d-cnn cardiac-arrhythmia

UpdatedNov 28, 2020
Jupyter Notebook

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