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medical-image-segmentation-augmentation's Introduction

3D Volumes Augmentation for Segmentation using MONAI

This repository provides implementation for augmenting 3D medical image datasets using MONAI, an open-source framework built on PyTorch. The focus is on generating synthetic data to improve the performance and robustness of segmentation models.

Features

  • Apply various affine transformations such as flipping, rotation, translation, and Gaussian noise.
  • Supports both online (during training) and offline (before training) data augmentation.
  • Save augmented data in NIfTI format for further use.
  • Visualize original and augmented data slices.

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Contributors

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