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Label Masked Elastic Transform - TorchIO
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"authorship_tag": "ABX9TyNsBnEAeu5JxPi4HnHojTzK",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/toufiqmusah/fd579dbe5bee2727ac9e93fcf71c32f7/label-masked-elastic-transform-torchio.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "Gmj6Au6WLI8T"
},
"outputs": [],
"source": [
"!pip -q install torchio"
]
},
{
"cell_type": "code",
"source": [
"import torch\n",
"import numpy as np\n",
"import torchio as tio\n",
"from scipy.ndimage import binary_dilation"
],
"metadata": {
"id": "CaBXz1u6MTFC"
},
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# sample dataset of mri and masks - ASNR-MICCAI-BraTS-SSA\n",
"\n",
"!gdown -q 1osj3lgzNlsW-esdq0KQvvLB7yiadyZGA\n",
"!unzip -q \"/content/BraTS-SSA-Samples.zip\" -d \"/content/BraTS-SSA-Samples\""
],
"metadata": {
"id": "DHiibF8nSpNL"
},
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"source": [
"class LabelMaskedElasticDeformation(tio.Transform):\n",
" '''\n",
" Applies tio.RandomElasticDeformation mainly to the region around the given \\\n",
" label of an input subject. The goal is to produce more relevant transforms \\\n",
" for the downstream task of segmentation.\n",
" '''\n",
" def __init__(\n",
" self,\n",
" label_key: str = 'seg',\n",
" dilation_radius: int = 16,\n",
" num_control_points: int = 16,\n",
" max_displacement: float = 16,\n",
" **kwargs\n",
" ):\n",
" super().__init__(**kwargs)\n",
" self.label_key = label_key\n",
" self.dilation_radius = dilation_radius\n",
" self.elastic_transform = tio.RandomElasticDeformation(\n",
" num_control_points=num_control_points,\n",
" max_displacement=max_displacement,\n",
" )\n",
"\n",
" def apply_transform(self, subject):\n",
" label_data = subject[self.label_key].data.squeeze().numpy()\n",
" label_mask = label_data > 0\n",
"\n",
" if self.dilation_radius > 0:\n",
" structure = np.ones((3, 3, 3))\n",
" for _ in range(self.dilation_radius):\n",
" label_mask = binary_dilation(label_mask, structure=structure)\n",
"\n",
" deformed_subject = self.elastic_transform(subject)\n",
"\n",
" # mixing original+deformation based on mask region\n",
"\n",
" for key, image in subject.items():\n",
" if isinstance(image, (tio.ScalarImage, tio.LabelMap)):\n",
" original_data = image.data\n",
" deformed_data = deformed_subject[key].data\n",
"\n",
" mask_tensor = torch.from_numpy(label_mask).bool()\n",
" mixed_data = torch.where(mask_tensor, deformed_data, original_data)\n",
"\n",
" deformed_subject[key].data = mixed_data\n",
"\n",
" return deformed_subject\n"
],
"metadata": {
"id": "ne2al0JOMVJE"
},
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# sample mri & mask\n",
"\n",
"sample = tio.ScalarImage('/content/BraTS-SSA-Samples/BraTS-SSA-00026-000/BraTS-SSA-00026-000-t2f.nii')\n",
"label = tio.LabelMap('/content/BraTS-SSA-Samples/BraTS-SSA-00026-000/BraTS-SSA-00026-000-seg.nii')\n",
"\n",
"subject = tio.Subject(mri=sample, seg=label)\n",
"subject.plot()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 436
},
"id": "XK-z4Lk7NGaZ",
"outputId": "45bb3593-f428-44d1-9432-ddc69e8545b5"
},
"execution_count": 14,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 6 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"transform = LabelMaskedElasticDeformation(\n",
" label_key='seg',\n",
" dilation_radius=16,\n",
" max_displacement=12\n",
")\n",
"\n",
"transformed_subject = transform(subject)\n",
"\n",
"transformed_subject.plot()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 490
},
"id": "qa9KibDONTs1",
"outputId": "b28d4fe9-cd25-4a87-b2a8-13e94c0a0d91"
},
"execution_count": 15,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"<ipython-input-6-328adf1cc376>:43: DeprecationWarning: Call to deprecated function (or staticmethod) data. (Setting the image data with the property setter is deprecated. Use the set_data() method instead) -- Deprecated since version 0.18.16.\n",
" deformed_subject[key].data = mixed_data\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 6 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
}
]
}
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