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A convolutional neural network for 3D image segmentation.
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The following section lists the requirements that you need to meet in order to start training the 3D-UNet model.
Requirements
This repository contains Dockerfile which extends the TensorFlow NGC container and encapsulates some dependencies. Aside from these dependencies, ensure you have the following components:
- NVIDIA Docker
- TensorFlow 21.10-tf1-py3 NGC container
- GPU-based architecture:
For more information about how to get started with NGC containers, see the following sections from the NVIDIA GPU Cloud Documentation and the Deep Learning Documentation:
- Getting Started Using NVIDIA GPU Cloud
- Accessing And Pulling From The NGC container registry
- Running TensorFlow
For those unable to use the TensorFlow NGC container, to set up the required environment or create your own container, see the versioned NVIDIA Container Support Matrix.