search

NA-MIC / ProjectWeek

Website for NA-MIC Project Weeks
https://projectweek.na-mic.org
84 stars 284 forks source link

Project: MONAI based image augmentator #905

Closed ciroraggio closed 9 months ago

ciroraggio commented 9 months ago

Draft Status

Ready - team will start page creating immediately

Category

Quantification and Computation

Presenter Location

In-person

Key Investigators

Project Description

MONAI and PyTorch based medical image augmentation tool that can be integrated in Slicer. The project aims to be a low-code version of the tool: https://github.com/ciroraggio/AugmentedDataLoader.

It's designed to operate on a dataset of medical images and apply a series of specific transformations to each image. This process augments the original dataset, providing a greater variety of samples for training deep learning models.

Objective

  1. Creating an intuitive graphic interface for the module
  2. Parallelising the augmentation process to optimally utilise resources

Approach and Plan

  1. Create the extension
  2. Implement the augmentation process
  3. Try to parallelise the process so that it takes as little time as possible on large data sets

Progress and Next Steps

  1. Describe specific steps you have actually done.

Illustrations

No response

Background and References

https://github.com/ciroraggio/AugmentedDataLoader

github-actions[bot] commented 9 months ago

Project Page Pull Request Creation

:white_check_mark: COMPLETED: See https://github.com/NA-MIC/ProjectWeek/pull/913