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Create GIF from NIfTI image.

Project description

NIfTI to GIF

Foreword

The following repository is heavily based on Gif_your_nifti package by Lukas Snoek. I forked the repository, and I pushed it to the PyPI repository, so that it is now available via the pip command. See the PyPI repository of the nifti2gif project: https://pypi.org/project/nifti2gif/

Quick installation

In order to install:

pip install nifti2gif

Basic usage in a notebook or a script:

import nifti2gif.core as nifti2gif

nifti2gif.write_gif_normal('./some_nifti_file.nii')

See example usage: https://www.kaggle.com/code/mikolajbuchwald/3d-mri-brain-tumor-segmentation-u-net

Create a nice looking gifs from your nifti (.nii or .nii.gz) files with a simple command:

gif_your_nifti /path/to/data.nii

Getting started

Dependencies

Package Tested version
NumPy 1.14.2
NiBabel 2.2.1
matplotlib 2.2.0
imageio 2.2.0
scikit-image 0.13.0

Installation

Navigate to the main page of the repository and clone it. Then, change directory to the cloned repository and run:

pip install -r requirements.txt
python setup.py install

Docker

Build a docker container with:

docker build -t gif_your_nifti .

Run with docker:

docker run --rm -v /path/to/nifti/:/data gif_your_nifti:latest /data/image.nii

Examples

For the examples below, I've downloaded ICBM 2009c Nonlinear Asymmetric and used the T1 and gray matter template thereof.

It is also possible to use your own brain image, as I will show below. The only thing that you need to make sure is, that your brain image has the right orientation. You can reorient your NIfTI image according to the MNI template standard with the FSL command: fslreorient2std my_brain.nii my_brain.nii.

Grayscale GIF

To create a simple gray scale gif, type the following command in your commandline:

gif_your_nifti /path/to/mni_icbm152_t1_tal_nlin_asym_09c.nii

Pseudocolor GIF

To create a pseudocolor gif, type the following command in your commandline:

gif_your_nifti /path/to/Me_2014.nii --mode pseudocolor --cmap plasma

The colormap can be any colormap from the matplotlib colormaps.

Depth GIF

To create a depth gif, type the following command in your commandline:

gif_your_nifti /path/to/mni_icbm152_t1_tal_nlin_asym_09c.nii --mode depth

The image shows you in color what the value of the next slice will be. If the color is slightly red or blue it means that the value on the next slide is brighter or darker, respectifely. It therefore encodes a certain kind of depth into the gif.

RGB GIF

To create a Red Blue Green (RGB) gif, type the following command in your commandline:

gif_your_nifti /path/to/gm.nii /path/to/wm.nii /path/to/csf.nii --mode rgb

This image takes the values from the first NIfTI file as its red colors, second NIfTI file as its green colors and third NIfTI as its blue colors.

Resize GIF

It is also possible to change the size of a gif, by changing the size parameter in any function above. The following are examples of resizing the images to 50% of it's original size, with:

gif_your_nifti /path/to/mni_icbm152_gm_tal_nlin_asym_09c.nii --size 0.5
gif_your_nifti /path/to/mni_icbm152_gm_tal_nlin_asym_09c.nii --size 0.5 --mode pseudocolor --cmap cubehelix
gif_your_nifti /path/to/mni_icbm152_gm_tal_nlin_asym_09c.nii --size 0.5 --mode pseudocolor --cmap inferno
gif_your_nifti /path/to/mni_icbm152_gm_tal_nlin_asym_09c.nii --size 0.5 --mode pseudocolor --cmap viridis

Changing the size of a gif also changes the frames per second parameter, so that the overall tempo stays the same. Meaning, if you have a gif of original size with 20 frames per second (fps), changing the size to 50%, will cause the smaller gif to run at 10 fps, so that both take the same amount for a cycle.

Use within a python script

You can also use gif_your_nifti from a python script. See script examples for further information.

Uploading to PyPI repository

Build the project:

python setup.py sdist

Upload with twine (pip install twine):

twine upload dist/* 

Type your username and password to PyPI.

Troubleshooting with uploading to PyPI

Check, e.g., for syntax errors in the description file (README):

twine check dist/*

License

This project is licensed under BSD 3-Clause License.

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