How to feed nifti Images in Conv Neural Network (Unet)

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For my thesis I have 16 nifti MRI images (Dim: 162×162×192), My plan is to work with Conv Neural Network and I divided 10 and 6 images as train and test images. The problem is, How to feed nifti images in Unet as train image for input and output as well as how to feed the Test images? Thank you.

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You can use TorchIO. Here is a Google Colab notebook in which NIfTI images are fed into a UNet for 3D brain segmentation.