AKA Math's Projects
Pytorch 3D U-Net Convolution Neural Network (CNN) designed for medical image segmentation
A beautiful, simple, clean, and responsive Jekyll theme for academics
Atomic Surface Transformations for Radiotherapy quality Assurance
Repository for materials related to the biomedical engineering lab
COCO API - Dataset @ http://cocodataset.org/
general code samples in C++, python and MATLAB.
This repository supports our recent MedNeurIPS 2022 abstract on the importance of context versus foreground-to-background ratio in segmentation tasks.
MATLAB implementation of the CSA ODF Algorithm. More at: http://conservancy.umn.edu/handle/11299/140183
How Sensitive Are Deep Learning Based Radiotherapy Dose Prediction Models To Variability In Organs At Risk Segmentation?
DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic methods for spatial normalization, signal processing, machine learning, statistical analysis and visualization of medical images. Additionally, it contains specialized methods for computational anatomy including diffusion, perfusion and structural imaging.
DOSELO (Dose Segmentation Loss Function): Dose Guidance for Radiotherapy-oriented Deep Learning Segmentation
The fastai book, published as Jupyter Notebooks
Implementation of the GPSSI paper
This is a demonstration of how transformation matrices affect registration for the rigid case.
this is a simple image viewer based on QT 4.8 It is an extension of the tutorial at http://qt-project.org/doc/qt-4.8/widgets-imageviewer.html
A simple image object framework to read and write image files.
Medical Image Analysis Lab (MIALab), University of Bern
Materials for the 2021 MONAI Bootcamp
This is an interactive Monty Hall problem demonstration with a MATLAB UI.
(MIRROR) This is the SDK for NightOwls dataset (http://www.nightowls-dataset.org/)
Develop dose prediction models for knowledge-based planning in radiotherapy
Open Source Computer Vision Library
Tensorflow Code for "PHiSeg: Capturing Uncertainty in Medical Image Segmentation", Proc. MICCAI 2019
Opensource radiation treatment planning system in Python
Python-based Radiotherapy Dicom Segmentation library (PyRaDiSE)
The repository provides code for running inference with the SegmentAnything Model (SAM), links for downloading the trained model checkpoints, and example notebooks that show how to use the model.