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AKA Math's Projects

3dunetcnn icon 3dunetcnn

Pytorch 3D U-Net Convolution Neural Network (CNN) designed for medical image segmentation

astra icon astra

Atomic Surface Transformations for Radiotherapy quality Assurance

bme-labs icon bme-labs

Repository for materials related to the biomedical engineering lab

cocoapi icon cocoapi

COCO API - Dataset @ http://cocodataset.org/

context_vs_fbr icon context_vs_fbr

This repository supports our recent MedNeurIPS 2022 abstract on the importance of context versus foreground-to-background ratio in segmentation tasks.

csaodfcode icon csaodfcode

MATLAB implementation of the CSA ODF Algorithm. More at: http://conservancy.umn.edu/handle/11299/140183

deepdosesens icon deepdosesens

How Sensitive Are Deep Learning Based Radiotherapy Dose Prediction Models To Variability In Organs At Risk Segmentation?

dipy icon dipy

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 icon doselo

DOSELO (Dose Segmentation Loss Function): Dose Guidance for Radiotherapy-oriented Deep Learning Segmentation

fastbook icon fastbook

The fastai book, published as Jupyter Notebooks

gpssi icon gpssi

Implementation of the GPSSI paper

image-registration icon image-registration

This is a demonstration of how transformation matrices affect registration for the rigid case.

imageviewer icon imageviewer

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

imclass icon imclass

A simple image object framework to read and write image files.

mialab icon mialab

Medical Image Analysis Lab (MIALab), University of Bern

montyhall icon montyhall

This is an interactive Monty Hall problem demonstration with a MATLAB UI.

nightowlsapi icon nightowlsapi

(MIRROR) This is the SDK for NightOwls dataset (http://www.nightowls-dataset.org/)

open-kbp icon open-kbp

Develop dose prediction models for knowledge-based planning in radiotherapy

opencv icon opencv

Open Source Computer Vision Library

phiseg-code icon phiseg-code

Tensorflow Code for "PHiSeg: Capturing Uncertainty in Medical Image Segmentation", Proc. MICCAI 2019

portpy icon portpy

Opensource radiation treatment planning system in Python

pyradise icon pyradise

Python-based Radiotherapy Dicom Segmentation library (PyRaDiSE)

segment-anything icon segment-anything

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.

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