This is the Linux app named TorchIO whose latest release can be downloaded as v0.18.90.zip. It can be run online in the free hosting provider OnWorks for workstations.
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TorchIO
DESCRIPTION
TorchIO is an open-source Python library for efficient loading, preprocessing, augmentation and patch-based sampling of 3D medical images in deep learning, following the design of PyTorch. It includes multiple intensity and spatial transforms for data augmentation and preprocessing. These transforms include typical computer vision operations such as random affine transformations and also domain-specific ones such as simulation of intensity artifacts due to MRI magnetic field inhomogeneity (bias) or k-space motion artifacts. TorchIO is a Python package containing a set of tools to efficiently read, preprocess, sample, augment, and write 3D medical images in deep learning applications written in PyTorch, including intensity and spatial transforms for data augmentation and preprocessing. Transforms include typical computer vision operations such as random affine transformations and also domain-specific ones such as simulation of intensity artifacts due to MRI magnetic field inhomogeneity.
Features
- Random bias field artifact
- Random motion artifact
- Random elastic transformation
- Random ghosting artifact
- Read, preprocess, sample, augment, and write 3D medical images
- Intensity and spatial transforms for data augmentation and preprocessing
Programming Language
Python
Categories
This is an application that can also be fetched from https://sourceforge.net/projects/torchio.mirror/. It has been hosted in OnWorks in order to be run online in an easiest way from one of our free Operative Systems.
