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"source": [ + "This tutorial will walk through building and training a simplified U-Net convolutional neural network (CNN)-type model for 3D image segmentation using the SPIDER dataset. We'll use PyTorch in this example." + ], + "metadata": { + "id": "b4x3vZ46Quzq" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Why a U-Net CNN Model?\n", + "\n", + "Lorum ipsum" + ], + "metadata": { + "id": "D5gcsQX9XgUZ" + } + }, + { + "cell_type": "markdown", + "source": [], + "metadata": { + "id": "50dpysUcX-96" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Downloading the SPIDER Dataset" + ], + "metadata": { + "id": "qi4EcJ7SW1wz" + } + }, + { + "cell_type": "markdown", + "source": [ + "First, install the required dependencies and download the SPIDER dataset from HuggingFace." + ], + "metadata": { + "id": "lkJ8qkVhW96W" + } + }, + { + "cell_type": "code", + "source": [ + "!pip install datasets -q\n", + "!pip install scikit-image -q\n", + "!pip install SimpleITK -q" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "MqrP4hB2aMht", + "outputId": "4ba5dca4-cbf8-4c36-c770-770626178951" + }, + "execution_count": 2, + 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authentication is recommended but still optional to access public models or datasets.\n", + " warnings.warn(\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Downloading builder script: 0%| | 0.00/22.5k [00:00