TorchIO: A Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning

•Open-source Python library for preprocessing, augmentation and sampling of medical images for deep learning.•Support for 2D, 3D and 4D images such as X-ray, histopathology, CT, ultrasound and diffusion MRI.•Modular design inspired by the deep learning framework PyTorch.•Focus on reproducibility and...

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Bibliographic Details

Published in:	Computer methods and programs in biomedicine Vol. 208; p. 106236
Main Authors:	Pérez-García, Fernando, Sparks, Rachel, Ourselin, Sébastien
Format:	Journal Article
Language:	English
Published:	Elsevier B.V 01.09.2021 Elsevier Scientific Publishers
Subjects:	Data augmentation Deep learning Medical image computing Preprocessing Deep learning Medical image computing Data augmentation Preprocessing
ISSN:	0169-2607, 1872-7565, 1872-7565
Online Access:	Get full text
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