Discover nyukat/MRI_AI Open Source project by @nyukat

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Created about 3 years ago
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This repository contains code that was used to train and evaluate deep learning models, as described in the article "Improving breast cancer diagnostics with artificial intelligence for MRI" by Jan Witowski et al.

breast_cancer_classifier

Deep Neural Networks Improve Radiologists' Performance in Breast Cancer Screening

Jupyter Notebook

835

breast_density_classifier

Breast density classification with deep convolutional neural networks

Python

169

GMIC

An interpretable classifier for high-resolution breast cancer screening images utilizing weakly supervised localization

Jupyter Notebook

168

BIRADS_classifier

High-resolution breast cancer screening with multi-view deep convolutional neural networks

Python

151

mammography_metarepository

Meta-repository of screening mammography classifiers

Python

GLAM

Weakly-supervised High-resolution Segmentation of Mammography Images for Breast Cancer Diagnosis

Jupyter Notebook

COVID-19_prognosis

An artificial intelligence system for predicting the deterioration of COVID-19 patients in the emergency department

Jupyter Notebook

perception_comparison

Differences between human and machine perception in medical diagnosis

Jupyter Notebook

3D_GMIC

3D-GMIC: an efficient deep neural network to find small objects in large 3D images

Python

greedy_multimodal_learning

Characterizing and overcoming the greedy nature of learning in multi-modal deep neural networks

Python

pathology_extraction

Improving Information Extraction from Pathology Reports using Named Entity Recognition

Python

generative-multitask-learning

This repository contains the code necessary to reproduce our paper "Generative multitask learning mitigates target-causing confounding" https://arxiv.org/abs/2202.04136.

Python

incidental-correlation

Python

nyukat/MRI_AI

nyukat

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