A simple module for prostate segmentation of T2-W MRI sequences in Nifti format
Project description
Prostate Segmentation MoE
A simple Python module for easy segmentation of the prostate in T2-weighted MRI images in NIfTI format. This module utilizes a mixture of U-Net architectures for segmentation tasks and aims to provide a straightforward solution for users working with prostate MRI data.
Features
- Segmentation of prostate regions in T2-weighted MRI images.
- Uses a combination of trained U-Net models for accurate and efficient segmentation.
- Supports input in the NIfTI format, a common format for medical imaging.
- Returns 3D masks aswell as the volume estimation.
Recommended before installation (Windows)
Install virtualenv if not already
pip install virtualenv
Create a virtual environment
python -m venv venv
Activate it
venv\Scripts\activate
- You may need to run
Set-ExecutionPolicy Unrestricted -Scope Process
before activation - If creating your own repository don't forget to ignore the
venv
folder in the.gitignore
file
Installation
Install the library using pip:
pip install psmoe
Usage
Example
Check for example.py
Scripted Download
You can also download a T2-weighted MRI sequence using the provided function in the example.
License
This project is licensed under the MIT License - see the LICENSE file for details.
For more details, visit the GitHub repository.
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
File details
Details for the file psmoe-0.1.4.5.tar.gz
.
File metadata
- Download URL: psmoe-0.1.4.5.tar.gz
- Upload date:
- Size: 9.9 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.2 CPython/3.11.0
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | b1a894604ff309e21f287b0cdabb2008f8b49e06bc8b21bcb382b5f4c79848d7 |
|
MD5 | 3f468f6e60b76ae3fa5b3decd7295f26 |
|
BLAKE2b-256 | 1aa1ee8315c7c3296b1693182278ea9247456e37fd7f982061e6fe0467e78d24 |
File details
Details for the file psmoe-0.1.4.5-py3-none-any.whl
.
File metadata
- Download URL: psmoe-0.1.4.5-py3-none-any.whl
- Upload date:
- Size: 9.5 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.2 CPython/3.11.0
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 7712951111a58a84b717089d14533d9f38ee988824e33f452bf14edeab496364 |
|
MD5 | 792741d76626863f6a8cc1e9e96e0f64 |
|
BLAKE2b-256 | 0c775722f863430ceadf7dd1453f2a562662389faab80724123bea506a6d3319 |