Ingrid Tveten's starred repositories
innvestigate
A toolbox to iNNvestigate neural networks' predictions!
IDL
This is a repository that contains practice module for the book 'Interpretability in Deep Learning'. This is recommended to AI practitioners and basically anyone who wants an overview of techniques to make their deep learning models more interpretable. To benefit from this book considerably, we expect the readers to be acquainted with basic deep learning terminologies. However, we attempt to introduce fundamental concepts for the convenience of the readers in the book. It should be likely to understand the intuitive explanation of the technique at the beginning of each chapter without mathematics.
echotracker
Point Tracking in Echocardiography.
privacy-aware-image-classification-with-kNN
Code Repository for the ISBI 2024 paper: "Integrating kNN with Foundation Models for Adaptable and Privacy-Aware Image Classification"
keras-grad-cam
An implementation of Grad-CAM with keras
ProtoASNet
Official repository for the paper "ProtoASNet: Dynamic Prototypes for Inherently Interpretable and Uncertainty-Aware Aortic Stenosis Classification in Echocardiography" in MICCAI 2023 Conference
accesslink-example-python
This is an example application that uses the Polar Open AccessLink API. https://polar.com/developers
Beanconqueror
An open source project for coffee enthusiasts.
Tumor-Motion-Analysis
In-depth motion analysis of mobile lung cancer tumors. Designed for 4D-CT scans of the thorax and provide valuable information for proton therapy treatment planning
pythermalcomfort
Package to calculate several thermal comfort indices (e.g. PMV, PPD, SET, adaptive) and convert physical variables.
DSL_All_Code
Official implementation of paper "Mining Multi-Center Heterogeneous Medical Data with Distributed Synthetic Learning"
brainmagick
Training and evaluation pipeline for MEG and EEG brain signal encoding and decoding using deep learning. Code for our paper "Decoding speech perception from non-invasive brain recordings" published in Nature Machine Intelligence, 2023.
MultiEchoAI
Myocardial Infarction Detection
awesome-healthcare
Curated list of awesome open source healthcare software, libraries, tools and resources.
Awesome-explainable-AI
A collection of research materials on explainable AI/ML
awesome-multimodal-in-medical-imaging
A collection of resources on applications of multi-modal learning in medical imaging.
Interpretability
Resources for Machine Learning Explainability
django-view-breadcrumbs
Breadcrumb mixins for django views. Create breadcrumbs in seconds.
co-tracker
CoTracker is a model for tracking any point (pixel) on a video.