Bjørn-Jostein Singstad's repositories
PhysioNet-CinC-Challenge2020-TeamUIO
Public repository associated with: Convolutional Neural Network and Rule-Based Algorithms for Classifying 12-lead ECGs
PhysioNetChallenge2021-CNN
Public repository associated with: "Multi-Label ECG Classification Using Convolutional Neural Networks in a Classifier Chain"
Heart-murmur-detection-2022-Simulab
Public repository associated with: "honocardiogram classification using 1-dimensional inception time convolutional neural network"
ECG-classification-using-open-data
ECG classification using public data and state-of-the-art 1D CNN models. This work is based on George Moody Challenge 2020
Bland-Altman-analysis
BlandAltman plot related to: "Estimation of heart rate variability from finger photoplethysmography during rest, mild exercise and mild mental stress"
ECG-featurizer
A python package for extracting features from ECGs
EEG-predict-cardiac-arrest-recovery
Public repository associated with: "MemoryInception: Predicting Neurological Recovery from EEG Using Recurrent Inceptions"
Pulse2Pulse
DeepFake ECG generator based on 1D Convoloutional Neural Networks
Strodthoff-2021
[Re] Deep Learning for ECG Analysis: Benchmarks and Insights from PTB-XL, N. Strodthoff, P. Wagner, T. Schaeffter, and W. Samek,
VHDL-lab-using-Quartus
A data lab at UiO (FYS4220, Lab 1, 2019) in VHDL design using Quartus
bsingstad.github.io
A webpage containing information about me and my research projects
coral-ordinal
Tensorflow Keras implementation of ordinal regression using consistent rank logits (CORAL) by Cao et al. (2019)
ECG-Age-Bayesian
This work is the preliminary experiments leading to the publication: Towards Invariant Soft Biometrics from Electrocardiograms
ECG-classification-using-classifier-chain
This repository is associated with Multi-Label ECG Classification Using Convolutional Neural Networks in a Classifier Chain
ECG-interpretation-flask-application
A Flask application allowing the user to upload a ECG to a webserver and get a prediction back
fastai
A forked repository - necessary for replication of model presented in: "Deep Learning for ECG Analysis: Benchmarks and Insights from PTB-XL" and cloud hosted notebooks
hiPSC-CMs-ionic-current-block-detecion
Identifying ionic channel block in a virtual cardiomyocyte population using machine learning classifiers
IdrettsEKG
A repository related to a master thesis in electronics, informatics and technology. Title: "Comparing Cardiological and Algorithm-Based ECG Interpretation in Athletes: Can Artificial Intelligence Improve the Algorithms?"
PhysioNet-Challenge-2024-example-code
Python example code for the PhysioNet Challenge 2024
Post-George-Moody-challenge-2020-2021
Public repository associated with: Assessing The Effect of Various Sampling Frequency and Double Soft F1-loss in Multi-Label Classification of 12-Lead ECGs
releasing-research-code
Tips for releasing research code in Machine Learning (with official NeurIPS 2020 recommendations)