diff --git a/IMALAB_BraTS_Challenge.ipynb b/IMALAB_BraTS_Challenge.ipynb deleted file mode 100644 index ba233b8..0000000 --- a/IMALAB_BraTS_Challenge.ipynb +++ /dev/null @@ -1,1397 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "view-in-github", - "colab_type": "text" - }, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "code", - "execution_count": 99, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 53 - }, - "id": "O62JgC5ee6Fg", - "outputId": "8e22c014-8007-41f4-8d91-19cae7a12c6d" - }, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "'\\nnext steps:\\n- extracting (called \"open\" on the file viewer) all the files with \".nii.gz\" (basically getting all the files)\\n- view an image - look into: can you have multiple windows for MRIcro\\n- also look at the viewer thing in colab\\n\\nthen i can do preprocessing\\n'" - ], - "application/vnd.google.colaboratory.intrinsic+json": { - "type": "string" - } - }, - "metadata": {}, - "execution_count": 99 - } - ], - "source": [ - "\"\"\"\n", - "Training/Validation/Testing\n", - "│\n", - "└─── 00000\n", - "│ │\n", - "│ └─── FLAIR\n", - "│ │ │ Image.nii.gz\n", - "│ │ \n", - "│ └─── T1\n", - "│ │ │ Image.nii.gz\n", - "│ │ \n", - "│ └─── T1CE\n", - "│ │ │ Image.nii.gz\n", - "│ │ \n", - "│ └─── T2\n", - "│ │ │ Image.nii.gz\n", - "| | \n", - "| |___ Segmentation\n", - "| | | Image.nii.gz\n", - "│ \n", - "└─── 00001\n", - "│\n", - "│ ... \n", - "│ ... \n", - "│ \n", - "└─── 00002\n", - "\"\"\"\n", - "\n", - "\"\"\"\n", - "next steps:\n", - "- extracting (called \"open\" on the file viewer) all the files with \".nii.gz\" (basically getting all the files)\n", - "- view an image - look into: can you have multiple windows for MRIcro\n", - "- also look at the viewer thing in colab\n", - "\n", - "then i can do preprocessing\n", - "\"\"\"" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "ko8JUyqhO7TQ", - "outputId": "321a8348-5905-4541-910f-d1266b63fdd6" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "/usr/local/lib/python3.7/dist-packages/gdown/cli.py:131: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.\n", - " category=FutureWarning,\n", - "Downloading...\n", - "From: https://drive.google.com/uc?id=17_VDkS9f0QA8IIGqdWFgm6d2JASBtILt\n", - "To: /content/brats_120_images.zip\n", - "100% 235M/235M [00:01<00:00, 195MB/s]\n" - ] - } - ], - "source": [ - "!gdown --id 17_VDkS9f0QA8IIGqdWFgm6d2JASBtILt" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "xo220Y4n91xw", - "outputId": "07aef016-219d-46b4-ace1-c8ed1680876e" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Archive: /content/brats_120_images.zip\n", - " creating: brats_120_images/\n", - " inflating: brats_120_images/BraTS2021_00025_seg.nii \n", - " inflating: __MACOSX/brats_120_images/._BraTS2021_00025_seg.nii \n", - " inflating: brats_120_images/BraTS2021_00025_t2.nii \n", - " inflating: __MACOSX/brats_120_images/._BraTS2021_00025_t2.nii \n", - " inflating: brats_120_images/BraTS2021_00000_t1ce.nii \n", - 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" inflating: brats_120_images/BraTS2021_00006_seg.nii \n", - " inflating: __MACOSX/brats_120_images/._BraTS2021_00006_seg.nii \n", - " inflating: brats_120_images/BraTS2021_00016_t1.nii \n", - " inflating: __MACOSX/brats_120_images/._BraTS2021_00016_t1.nii \n", - " inflating: brats_120_images/BraTS2021_00012_t1ce.nii \n", - " inflating: __MACOSX/brats_120_images/._BraTS2021_00012_t1ce.nii \n", - " inflating: brats_120_images/BraTS2021_00032_t1.nii \n", - " inflating: __MACOSX/brats_120_images/._BraTS2021_00032_t1.nii \n", - " inflating: brats_120_images/BraTS2021_00020_t1.nii \n", - " inflating: __MACOSX/brats_120_images/._BraTS2021_00020_t1.nii \n", - " inflating: brats_120_images/BraTS2021_00016_flair.nii \n", - " inflating: __MACOSX/brats_120_images/._BraTS2021_00016_flair.nii \n", - " inflating: brats_120_images/BraTS2021_00008_t2.nii \n", - " inflating: __MACOSX/brats_120_images/._BraTS2021_00008_t2.nii \n", - " inflating: brats_120_images/BraTS2021_00019_t1ce.nii \n", - " inflating: __MACOSX/brats_120_images/._BraTS2021_00019_t1ce.nii \n", - " inflating: brats_120_images/BraTS2021_00016_t2.nii \n", - " inflating: __MACOSX/brats_120_images/._BraTS2021_00016_t2.nii \n", - " inflating: brats_120_images/BraTS2021_00018_t1ce.nii \n", - " inflating: __MACOSX/brats_120_images/._BraTS2021_00018_t1ce.nii \n", - " inflating: brats_120_images/BraTS2021_00002_flair.nii \n", - " inflating: __MACOSX/brats_120_images/._BraTS2021_00002_flair.nii \n", - " inflating: brats_120_images/BraTS2021_00026_t1ce.nii \n", - " inflating: __MACOSX/brats_120_images/._BraTS2021_00026_t1ce.nii \n", - " inflating: brats_120_images/BraTS2021_00032_t2.nii \n", - " inflating: __MACOSX/brats_120_images/._BraTS2021_00032_t2.nii \n", - " inflating: brats_120_images/BraTS2021_00030_seg.nii \n", - " inflating: __MACOSX/brats_120_images/._BraTS2021_00030_seg.nii \n", - " inflating: brats_120_images/BraTS2021_00020_seg.nii \n", - " inflating: __MACOSX/brats_120_images/._BraTS2021_00020_seg.nii \n", - " inflating: brats_120_images/BraTS2021_00020_t2.nii \n", - " inflating: __MACOSX/brats_120_images/._BraTS2021_00020_t2.nii \n" - ] - } - ], - "source": [ - "!unzip /content/brats_120_images.zip" - ] - }, - { - "cell_type": "code", - "source": [ - "import glob\n", - "\"\"\"\n", - "glob.glob\n", - "you can have a function for retrieving the file paths by having a variable for each of the volumes + segmented\n", - "e.x. for a segmentation file:\n", - "\"/Users/shizacharania/Desktop/brats_data/RSNA_ASNR_MICCAI_BraTS2021_TrainingData_16July2021/BraTS2021_00000_seg.nii\"\n", - "then you would look for the \"BraTS2021_\" in the beginning and the \"*/*\" stuff and then the \"_seg.nii\" (the extracted nifti files dont have \".gz\")\n", - "\"\"\"\n", - "\n", - "flair_paths = glob.glob(\"*/*_flair.nii\")\n", - "flair_paths = sorted(flair_paths)\n", - "print(flair_paths)\n", - "print(len(flair_paths))\n", - "\n", - "t1_paths = glob.glob(\"*/*_t1.nii\")\n", - "t1_paths = sorted(t1_paths)\n", - "print(t1_paths)\n", - "print(len(t1_paths))\n", - "\n", - "t1ce_paths = glob.glob(\"*/*_t1ce.nii\")\n", - "t1ce_paths = sorted(t1ce_paths)\n", - "print(t1ce_paths)\n", - "print(len(t1ce_paths))\n", - "\n", - "t2_paths = glob.glob(\"*/*_t2.nii\")\n", - "t2_paths = sorted(t2_paths)\n", - "print(t2_paths)\n", - "print(len(t2_paths))\n", - "\n", - "seg_paths = glob.glob(\"*/*_seg.nii\")\n", - "seg_paths = sorted(seg_paths)\n", - "print(seg_paths)\n", - "print(len(seg_paths))\n", - "\n", - "all = glob.glob(\"*/*.nii\")\n", - "print(24*5==len(all))" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "uxUhKxsIToTy", - "outputId": "3ff1d250-213f-498d-84df-c2db0f44de62" - }, - "execution_count": 32, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "['brats_120_images/BraTS2021_00000_flair.nii', 'brats_120_images/BraTS2021_00002_flair.nii', 'brats_120_images/BraTS2021_00003_flair.nii', 'brats_120_images/BraTS2021_00005_flair.nii', 'brats_120_images/BraTS2021_00006_flair.nii', 'brats_120_images/BraTS2021_00008_flair.nii', 'brats_120_images/BraTS2021_00009_flair.nii', 'brats_120_images/BraTS2021_00011_flair.nii', 'brats_120_images/BraTS2021_00012_flair.nii', 'brats_120_images/BraTS2021_00014_flair.nii', 'brats_120_images/BraTS2021_00016_flair.nii', 'brats_120_images/BraTS2021_00017_flair.nii', 'brats_120_images/BraTS2021_00018_flair.nii', 'brats_120_images/BraTS2021_00019_flair.nii', 'brats_120_images/BraTS2021_00020_flair.nii', 'brats_120_images/BraTS2021_00021_flair.nii', 'brats_120_images/BraTS2021_00022_flair.nii', 'brats_120_images/BraTS2021_00024_flair.nii', 'brats_120_images/BraTS2021_00025_flair.nii', 'brats_120_images/BraTS2021_00026_flair.nii', 'brats_120_images/BraTS2021_00028_flair.nii', 'brats_120_images/BraTS2021_00030_flair.nii', 'brats_120_images/BraTS2021_00031_flair.nii', 'brats_120_images/BraTS2021_00032_flair.nii']\n", - "24\n", - "['brats_120_images/BraTS2021_00000_t1.nii', 'brats_120_images/BraTS2021_00002_t1.nii', 'brats_120_images/BraTS2021_00003_t1.nii', 'brats_120_images/BraTS2021_00005_t1.nii', 'brats_120_images/BraTS2021_00006_t1.nii', 'brats_120_images/BraTS2021_00008_t1.nii', 'brats_120_images/BraTS2021_00009_t1.nii', 'brats_120_images/BraTS2021_00011_t1.nii', 'brats_120_images/BraTS2021_00012_t1.nii', 'brats_120_images/BraTS2021_00014_t1.nii', 'brats_120_images/BraTS2021_00016_t1.nii', 'brats_120_images/BraTS2021_00017_t1.nii', 'brats_120_images/BraTS2021_00018_t1.nii', 'brats_120_images/BraTS2021_00019_t1.nii', 'brats_120_images/BraTS2021_00020_t1.nii', 'brats_120_images/BraTS2021_00021_t1.nii', 'brats_120_images/BraTS2021_00022_t1.nii', 'brats_120_images/BraTS2021_00024_t1.nii', 'brats_120_images/BraTS2021_00025_t1.nii', 'brats_120_images/BraTS2021_00026_t1.nii', 'brats_120_images/BraTS2021_00028_t1.nii', 'brats_120_images/BraTS2021_00030_t1.nii', 'brats_120_images/BraTS2021_00031_t1.nii', 'brats_120_images/BraTS2021_00032_t1.nii']\n", - "24\n", - "['brats_120_images/BraTS2021_00000_t1ce.nii', 'brats_120_images/BraTS2021_00002_t1ce.nii', 'brats_120_images/BraTS2021_00003_t1ce.nii', 'brats_120_images/BraTS2021_00005_t1ce.nii', 'brats_120_images/BraTS2021_00006_t1ce.nii', 'brats_120_images/BraTS2021_00008_t1ce.nii', 'brats_120_images/BraTS2021_00009_t1ce.nii', 'brats_120_images/BraTS2021_00011_t1ce.nii', 'brats_120_images/BraTS2021_00012_t1ce.nii', 'brats_120_images/BraTS2021_00014_t1ce.nii', 'brats_120_images/BraTS2021_00016_t1ce.nii', 'brats_120_images/BraTS2021_00017_t1ce.nii', 'brats_120_images/BraTS2021_00018_t1ce.nii', 'brats_120_images/BraTS2021_00019_t1ce.nii', 'brats_120_images/BraTS2021_00020_t1ce.nii', 'brats_120_images/BraTS2021_00021_t1ce.nii', 'brats_120_images/BraTS2021_00022_t1ce.nii', 'brats_120_images/BraTS2021_00024_t1ce.nii', 'brats_120_images/BraTS2021_00025_t1ce.nii', 'brats_120_images/BraTS2021_00026_t1ce.nii', 'brats_120_images/BraTS2021_00028_t1ce.nii', 'brats_120_images/BraTS2021_00030_t1ce.nii', 'brats_120_images/BraTS2021_00031_t1ce.nii', 'brats_120_images/BraTS2021_00032_t1ce.nii']\n", - "24\n", - "['brats_120_images/BraTS2021_00000_t2.nii', 'brats_120_images/BraTS2021_00002_t2.nii', 'brats_120_images/BraTS2021_00003_t2.nii', 'brats_120_images/BraTS2021_00005_t2.nii', 'brats_120_images/BraTS2021_00006_t2.nii', 'brats_120_images/BraTS2021_00008_t2.nii', 'brats_120_images/BraTS2021_00009_t2.nii', 'brats_120_images/BraTS2021_00011_t2.nii', 'brats_120_images/BraTS2021_00012_t2.nii', 'brats_120_images/BraTS2021_00014_t2.nii', 'brats_120_images/BraTS2021_00016_t2.nii', 'brats_120_images/BraTS2021_00017_t2.nii', 'brats_120_images/BraTS2021_00018_t2.nii', 'brats_120_images/BraTS2021_00019_t2.nii', 'brats_120_images/BraTS2021_00020_t2.nii', 'brats_120_images/BraTS2021_00021_t2.nii', 'brats_120_images/BraTS2021_00022_t2.nii', 'brats_120_images/BraTS2021_00024_t2.nii', 'brats_120_images/BraTS2021_00025_t2.nii', 'brats_120_images/BraTS2021_00026_t2.nii', 'brats_120_images/BraTS2021_00028_t2.nii', 'brats_120_images/BraTS2021_00030_t2.nii', 'brats_120_images/BraTS2021_00031_t2.nii', 'brats_120_images/BraTS2021_00032_t2.nii']\n", - "24\n", - "['brats_120_images/BraTS2021_00000_seg.nii', 'brats_120_images/BraTS2021_00002_seg.nii', 'brats_120_images/BraTS2021_00003_seg.nii', 'brats_120_images/BraTS2021_00005_seg.nii', 'brats_120_images/BraTS2021_00006_seg.nii', 'brats_120_images/BraTS2021_00008_seg.nii', 'brats_120_images/BraTS2021_00009_seg.nii', 'brats_120_images/BraTS2021_00011_seg.nii', 'brats_120_images/BraTS2021_00012_seg.nii', 'brats_120_images/BraTS2021_00014_seg.nii', 'brats_120_images/BraTS2021_00016_seg.nii', 'brats_120_images/BraTS2021_00017_seg.nii', 'brats_120_images/BraTS2021_00018_seg.nii', 'brats_120_images/BraTS2021_00019_seg.nii', 'brats_120_images/BraTS2021_00020_seg.nii', 'brats_120_images/BraTS2021_00021_seg.nii', 'brats_120_images/BraTS2021_00022_seg.nii', 'brats_120_images/BraTS2021_00024_seg.nii', 'brats_120_images/BraTS2021_00025_seg.nii', 'brats_120_images/BraTS2021_00026_seg.nii', 'brats_120_images/BraTS2021_00028_seg.nii', 'brats_120_images/BraTS2021_00030_seg.nii', 'brats_120_images/BraTS2021_00031_seg.nii', 'brats_120_images/BraTS2021_00032_seg.nii']\n", - "24\n", - "True\n" - ] - } - ] - }, - { - "cell_type": "code", - "source": [ - "# /content/brats_data_992/BraTS2021_00275_flair.nii\n", - "for i in range(len(flair_paths)):\n", - " flair_paths[i] = \"/content/\" + flair_paths[i]\n", - "\n", - "for i in range(len(t1_paths)):\n", - " t1_paths[i] = \"/content/\" + t1_paths[i]\n", - "\n", - "for i in range(len(t1ce_paths)):\n", - " t1ce_paths[i] = \"/content/\" + t1ce_paths[i]\n", - "\n", - "for i in range(len(t2_paths)):\n", - " t2_paths[i] = \"/content/\" + t2_paths[i]\n", - "\n", - "for i in range(len(seg_paths)):\n", - " seg_paths[i] = \"/content/\" + seg_paths[i]\n", - "\n", - "print(flair_paths[0])\n", - "print(t1_paths[0])\n", - "print(t1ce_paths[0])\n", - "print(t2_paths[0])\n", - "print(seg_paths[0])" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "_K1Kfei6Tsr6", - "outputId": "43f4e848-fbe0-4e8f-beca-f5e7a822d0e2" - }, - "execution_count": 33, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "/content/brats_120_images/BraTS2021_00000_flair.nii\n", - "/content/brats_120_images/BraTS2021_00000_t1.nii\n", - "/content/brats_120_images/BraTS2021_00000_t1ce.nii\n", - "/content/brats_120_images/BraTS2021_00000_t2.nii\n", - "/content/brats_120_images/BraTS2021_00000_seg.nii\n" - ] - } - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 87 - }, - "id": "4JnhkIMBNnKb", - "outputId": "a5d472cb-4e3e-42cc-97bf-3798efa8ec9c" - }, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "'\\nmy approach to visualize 3d images:\\n- use simpleitk (sitk)\\n - i need to load the images into sitk format and then convert it into a numpy array\\n\\n- from a numpy array, i need to do 2 tasks\\n 1. i will look at a stack of 2d arrays (that form a 3d image) and visualize the slices for that\\n 2. i will visualize the 3d image entirely and have a scrolling feature that goes through these 2d array slices\\n\\nlook into basics of simpleitk - how to read the file and then convert it into np.array()\\nlook into \"Exploring 3D images with Matplotlib\" - https://www.youtube.com/watch?v=5jQVQE6yfio\\nlook into what fatemeh did: https://youtu.be/rBIetBho0x4\\n'" - ], - "application/vnd.google.colaboratory.intrinsic+json": { - "type": "string" - } - }, - "metadata": {}, - "execution_count": 34 - } - ], - "source": [ - "\"\"\"\n", - "my approach to visualize 3d images:\n", - "- use simpleitk (sitk)\n", - " - i need to load the images into sitk format and then convert it into a numpy array\n", - "\n", - "- from a numpy array, i need to do 2 tasks\n", - " 1. i will look at a stack of 2d arrays (that form a 3d image) and visualize the slices for that\n", - " 2. i will visualize the 3d image entirely and have a scrolling feature that goes through these 2d array slices\n", - "\n", - "look into basics of simpleitk - how to read the file and then convert it into np.array()\n", - "look into \"Exploring 3D images with Matplotlib\" - https://www.youtube.com/watch?v=5jQVQE6yfio\n", - "look into what fatemeh did: https://youtu.be/rBIetBho0x4\n", - "\"\"\"" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "ddvherI7gu54", - "outputId": "e0574fa3-0c85-4df5-980e-8d0d6c284cf8" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", - "Requirement already satisfied: SimpleITK in /usr/local/lib/python3.7/dist-packages (2.1.1.2)\n" - ] - } - ], - "source": [ - "!pip install SimpleITK" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "id": "dkPF64fHgqOq" - }, - "outputs": [], - "source": [ - "import SimpleITK as sitk" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "id": "t9ujRnCFWVpi" - }, - "outputs": [], - "source": [ - "# reading a file in simpleitk (sitk)\n", - "\n", - "flair_nparrays = []\n", - "t1_nparrays = []\n", - "t1ce_nparrays = []\n", - "t2_nparrays = []\n", - "seg_nparrays = []\n", - "\n", - "for flair_imagepath in flair_paths:\n", - " img = sitk.ReadImage(flair_imagepath)\n", - " img = sitk.GetArrayFromImage(img)\n", - " flair_nparrays.append(img)\n", - "\n", - "for t1_imagepath in t1_paths:\n", - " img = sitk.ReadImage(t1_imagepath)\n", - " img = sitk.GetArrayFromImage(img)\n", - " t1_nparrays.append(img)\n", - "\n", - "for t1ce_imagepath in t1ce_paths:\n", - " img = sitk.ReadImage(t1ce_imagepath)\n", - " img = sitk.GetArrayFromImage(img)\n", - " t1ce_nparrays.append(img)\n", - "\n", - "for t2_imagepath in t2_paths:\n", - " img = sitk.ReadImage(t2_imagepath)\n", - " img = sitk.GetArrayFromImage(img)\n", - " t2_nparrays.append(img)\n", - "\n", - "for seg_imagepath in seg_paths:\n", - " img = sitk.ReadImage(seg_imagepath)\n", - " img = sitk.GetArrayFromImage(img)\n", - " seg_nparrays.append(img)" - ] - }, - { - "cell_type": "code", - "execution_count": 97, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "FCLSjDeCjuD5", - "outputId": "e0892b15-3b7b-4f6f-af96-1b12924d0f33" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "24\n", - "24\n", - "24\n", - "24\n", - "24\n" - ] - } - ], - "source": [ - "print(len(flair_nparrays))\n", - "print(len(t1_nparrays))\n", - "print(len(t1ce_nparrays))\n", - "print(len(t2_nparrays))\n", - "print(len(seg_nparrays))" - ] - }, - { - "cell_type": "code", - "execution_count": 96, - "metadata": { - "id": "lIEdCmqslIeT" - }, - "outputs": [], - "source": [ - "# i will look at a stack of 2d arrays (that form a 3d image) and visualize the slices for that\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": { - "id": "3mMi6OC51qSu" - }, - "outputs": [], - "source": [ - "from ipywidgets import interact, interactive, IntSlider, ToggleButtons\n", - "\n", - "# I'll do this part by myself after" - ] - }, - { - "cell_type": "code", - "execution_count": 95, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 769 - }, - "id": "Y0Dp5OUNHFMa", - "outputId": "95c27074-f409-4948-f404-16d2828d8ed2" - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" 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\n" 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ], - "source": [ - "# axial\n", - "brain_slice = flair_nparrays[0][77, :, :] # changing Z from [Z,X,Y], which is [155,240,240]\n", - "plt.imshow(brain_slice)\n", - "plt.show()\n", - "\n", - "# sagittal\n", - "brain_slice = flair_nparrays[0][:, 120, :] # changing X from [Z,X,Y], which is [155,240,240]\n", - "plt.imshow(brain_slice)\n", - "plt.show()\n", - "\n", - "# coronal\n", - "brain_slice = flair_nparrays[0][:, :, 120] # changing Y from [Z,X,Y], which is [155,240,240]\n", - "plt.imshow(brain_slice)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "source": [ - "slice_num = 77 # 155/2 = approx. 77\n", - "nrows = 10\n", - "ncols = 10\n", - "\n", - "plt.figure(figsize=(20,20))\n", - "\n", - "print(\"Flair Example:\")\n", - "for i in range(10):\n", - " plt.subplot(10,10,i+1)\n", - " plt.subplots_adjust(wspace=0, hspace=0)\n", - " plt.axis(\"off\")\n", - " print(flair_paths[i])\n", - " ex_img_flair = flair_nparrays[i]\n", - " plt.imshow(ex_img_flair[slice_num, :, :])\n", - "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 331 - }, - "id": "fZ8i4MEeWRww", - "outputId": "7cc00d58-cbea-4925-f203-1133a7784106" - }, - "execution_count": 43, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Flair Example:\n", - "/content/brats_120_images/BraTS2021_00000_flair.nii\n", - "/content/brats_120_images/BraTS2021_00002_flair.nii\n", - "/content/brats_120_images/BraTS2021_00003_flair.nii\n", - "/content/brats_120_images/BraTS2021_00005_flair.nii\n", - "/content/brats_120_images/BraTS2021_00006_flair.nii\n", - "/content/brats_120_images/BraTS2021_00008_flair.nii\n", - "/content/brats_120_images/BraTS2021_00009_flair.nii\n", - "/content/brats_120_images/BraTS2021_00011_flair.nii\n", - "/content/brats_120_images/BraTS2021_00012_flair.nii\n", - "/content/brats_120_images/BraTS2021_00014_flair.nii\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "code", - "source": [ - "plt.figure(figsize=(20,20))\n", - "\n", - "print(\"T1 Example:\")\n", - "for i in range(10):\n", - " plt.subplot(10,10,i+1)\n", - " plt.subplots_adjust(wspace=0, hspace=0)\n", - " plt.axis(\"off\")\n", - " print(t1_paths[i])\n", - " ex_img_t1 = t1_nparrays[i]\n", - " plt.imshow(ex_img_t1[slice_num, :, :])\n", - "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 331 - }, - "id": "-xsIlMCRXSfr", - "outputId": "aa239473-3e87-4d5c-8d66-fae5e116c503" - }, - "execution_count": 44, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "T1 Example:\n", - "/content/brats_120_images/BraTS2021_00000_t1.nii\n", - "/content/brats_120_images/BraTS2021_00002_t1.nii\n", - "/content/brats_120_images/BraTS2021_00003_t1.nii\n", - "/content/brats_120_images/BraTS2021_00005_t1.nii\n", - "/content/brats_120_images/BraTS2021_00006_t1.nii\n", - "/content/brats_120_images/BraTS2021_00008_t1.nii\n", - "/content/brats_120_images/BraTS2021_00009_t1.nii\n", - "/content/brats_120_images/BraTS2021_00011_t1.nii\n", - "/content/brats_120_images/BraTS2021_00012_t1.nii\n", - "/content/brats_120_images/BraTS2021_00014_t1.nii\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "code", - "source": [ - "plt.figure(figsize=(20,20))\n", - "\n", - "print(\"T1CE Example:\")\n", - "for i in range(10):\n", - " plt.subplot(10,10,i+1)\n", - " plt.subplots_adjust(wspace=0, hspace=0)\n", - " plt.axis(\"off\")\n", - " print(t1ce_paths[i])\n", - " ex_img_t1ce = t1ce_nparrays[i]\n", - " plt.imshow(ex_img_t1ce[slice_num, :, :])\n", - "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 331 - }, - "id": "Y-kp0af0cnTC", - "outputId": "62d82d61-a7dc-45fe-ebd4-bb023e82f426" - }, - "execution_count": 45, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "T1CE Example:\n", - "/content/brats_120_images/BraTS2021_00000_t1ce.nii\n", - "/content/brats_120_images/BraTS2021_00002_t1ce.nii\n", - "/content/brats_120_images/BraTS2021_00003_t1ce.nii\n", - "/content/brats_120_images/BraTS2021_00005_t1ce.nii\n", - "/content/brats_120_images/BraTS2021_00006_t1ce.nii\n", - "/content/brats_120_images/BraTS2021_00008_t1ce.nii\n", - "/content/brats_120_images/BraTS2021_00009_t1ce.nii\n", - "/content/brats_120_images/BraTS2021_00011_t1ce.nii\n", - "/content/brats_120_images/BraTS2021_00012_t1ce.nii\n", - "/content/brats_120_images/BraTS2021_00014_t1ce.nii\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "code", - "source": [ - "plt.figure(figsize=(20,20))\n", - "\n", - "print(\"T2 Example:\")\n", - "for i in range(10):\n", - " plt.subplot(10,10,i+1)\n", - " plt.subplots_adjust(wspace=0, hspace=0)\n", - " plt.axis(\"off\")\n", - " print(t2_paths[i])\n", - " ex_img_t2 = t2_nparrays[i]\n", - " plt.imshow(ex_img_t2[slice_num, :, :])\n", - "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 331 - }, - "id": "pgdF4r-yc0sV", - "outputId": "272e701b-f88c-4850-ce32-76ba649b30c0" - }, - "execution_count": 46, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "T2 Example:\n", - "/content/brats_120_images/BraTS2021_00000_t2.nii\n", - "/content/brats_120_images/BraTS2021_00002_t2.nii\n", - "/content/brats_120_images/BraTS2021_00003_t2.nii\n", - "/content/brats_120_images/BraTS2021_00005_t2.nii\n", - "/content/brats_120_images/BraTS2021_00006_t2.nii\n", - "/content/brats_120_images/BraTS2021_00008_t2.nii\n", - "/content/brats_120_images/BraTS2021_00009_t2.nii\n", - "/content/brats_120_images/BraTS2021_00011_t2.nii\n", - "/content/brats_120_images/BraTS2021_00012_t2.nii\n", - "/content/brats_120_images/BraTS2021_00014_t2.nii\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "code", - "source": [ - "plt.figure(figsize=(20,20))\n", - "\n", - "print(\"Segmentations Example:\")\n", - "for i in range(10):\n", - " plt.subplot(10,10,i+1)\n", - " plt.subplots_adjust(wspace=0, hspace=0)\n", - " plt.axis(\"off\")\n", - " print(seg_paths[i])\n", - " ex_img_seg = seg_nparrays[i]\n", - " plt.imshow(ex_img_seg[slice_num,:, :])\n", - "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 331 - }, - "id": "UHce2HrHdR70", - "outputId": "4e382e56-7627-4b26-988e-c93dab369f10" - }, - "execution_count": 47, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Segmentations Example:\n", - "/content/brats_120_images/BraTS2021_00000_seg.nii\n", - "/content/brats_120_images/BraTS2021_00002_seg.nii\n", - "/content/brats_120_images/BraTS2021_00003_seg.nii\n", - "/content/brats_120_images/BraTS2021_00005_seg.nii\n", - "/content/brats_120_images/BraTS2021_00006_seg.nii\n", - "/content/brats_120_images/BraTS2021_00008_seg.nii\n", - "/content/brats_120_images/BraTS2021_00009_seg.nii\n", - "/content/brats_120_images/BraTS2021_00011_seg.nii\n", - "/content/brats_120_images/BraTS2021_00012_seg.nii\n", - "/content/brats_120_images/BraTS2021_00014_seg.nii\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "code", - "source": [ - "plt.figure(figsize=(20,20))\n", - "for i in range(10):\n", - " plt.subplot(10,10,i+1)\n", - " plt.subplots_adjust(wspace=0, hspace=0)\n", - " plt.axis(\"off\")\n", - " ex_img_flair = flair_nparrays[i]\n", - " plt.imshow(ex_img_flair[slice_num, :, :])\n", - "plt.show()\n", - "\n", - "plt.figure(figsize=(20,20))\n", - "for i in range(10):\n", - " plt.subplot(10,10,i+1)\n", - " plt.subplots_adjust(wspace=0, hspace=0)\n", - " plt.axis(\"off\")\n", - " ex_img_t1 = t1_nparrays[i]\n", - " plt.imshow(ex_img_t1[slice_num, :, :])\n", - "plt.show()\n", - "\n", - "plt.figure(figsize=(20,20))\n", - "for i in range(10):\n", - " plt.subplot(10,10,i+1)\n", - " plt.subplots_adjust(wspace=0, hspace=0)\n", - " plt.axis(\"off\")\n", - " ex_img_t1ce = t1ce_nparrays[i]\n", - " plt.imshow(ex_img_t1ce[slice_num, :, :])\n", - "plt.show()\n", - "\n", - "plt.figure(figsize=(20,20))\n", - "for i in range(10):\n", - " plt.subplot(10,10,i+1)\n", - " plt.subplots_adjust(wspace=0, hspace=0)\n", - " plt.axis(\"off\")\n", - " ex_img_t2 = t2_nparrays[i]\n", - " plt.imshow(ex_img_t2[slice_num, :, :])\n", - "plt.show()\n", - "\n", - "plt.figure(figsize=(20,20))\n", - "for i in range(10):\n", - " plt.subplot(10,10,i+1)\n", - " plt.subplots_adjust(wspace=0, hspace=0)\n", - " plt.axis(\"off\")\n", - " ex_img_seg = seg_nparrays[i]\n", - " plt.imshow(ex_img_seg[slice_num,:, :])\n", - "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 632 - }, - "id": "6gAxJFHodhwg", - "outputId": "e807759b-9294-49af-9197-117f249a107c" - }, - "execution_count": 100, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" 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\n" 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\n" 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\n" 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "# Current Steps\n", - "* Build scrolling feature to visualizing going through the brain slices (user’s POV)\n", - "* Understand how the data (especially with the 4 modalities) will be inputted into the segmentation model\n", - "* Try to understand inconsistency with the std values of the volumes\n", - "\n" - ], - "metadata": { - "id": "xx2etoD6sP40" - } - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "evd1rzd3Pdpz", - "outputId": "bfa4e6ef-5349-44d7-b09e-9a32d51af39a" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "96\n", - "24\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "\n", - "images_arrays = flair_nparrays+t1_nparrays+t1ce_nparrays+t2_nparrays\n", - "seg_arrays = np.array(seg_nparrays, dtype=np.float32)\n", - "print(len(images_arrays))\n", - "print(len(seg_arrays))" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": { - "id": "0_7BS6Yu1S6r" - }, - "outputs": [], - "source": [ - "import math\n", - "import numpy as np\n", - "import cv2\n", - "import torch\n", - "from torchvision import transforms" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": { - "id": "lvhHqLEio7Sn" - }, - "outputs": [], - "source": [ - "def find_mean(volume):\n", - " total_pixels = 155*240*240\n", - " pixels_sum = 0\n", - " # print(volume.shape)\n", - " for i in range(155):\n", - " current_slice = volume[i, :, :] # got the current slice\n", - " current_slice_sum = current_slice.sum() # take sum of each slice\n", - " # print(current_sum/256/256)\n", - " pixels_sum += current_slice_sum # add the sum of all the slices\n", - " # print(pixels_sum, total_pixels)\n", - " return pixels_sum/total_pixels" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "2lNbxSVtOvvF", - "outputId": "d73fc500-666c-4ff9-b888-18a05efeb304" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "201.3437311827957\n", - "201.3437311827957\n" - ] - } - ], - "source": [ - "print(find_mean(images_arrays[2]))\n", - "print(np.mean(images_arrays[2]))" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "zMqYSyvtQbbR", - "outputId": "3000060b-bcd0-4e90-cf45-3d965c1b2ed2" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "203.51977224625708\n", - "203.5197722462571\n" - ] - } - ], - "source": [ - "total_mean = 0\n", - "for i in images_arrays:\n", - " total_mean += find_mean(i)\n", - "mean = total_mean/len(images_arrays)\n", - "print(mean)\n", - "print(np.mean(images_arrays))" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": { - "id": "eoAewolgQVbP" - }, - "outputs": [], - "source": [ - "def find_std(volume):\n", - " total_pixels = 155*240*240\n", - " squared_sum_error = 0\n", - " # print(volume.shape)\n", - " for i in range(155):\n", - " current_slice = volume[i, :, :] # got the current slice\n", - " squared_sum_error += ((current_slice-mean)**2).sum()\n", - " return math.sqrt(squared_sum_error/total_pixels)" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "WC-fA0y8QpvZ", - "outputId": "0a002e5a-24fc-4375-b4ae-3e527e059861" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "491.8558385226537\n", - "491.5317922359887\n" - ] - } - ], - "source": [ - "print(find_std(images_arrays[3]))\n", - "print(np.std(images_arrays[3]))" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "RrTutDGAQvdO", - "outputId": "16d1cea1-7405-4b4b-cd61-fa6cd589f3ee" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "501.5261090747172\n", - "487.13169886539225\n" - ] - } - ], - "source": [ - "total_std1 = 0\n", - "for i in images_arrays:\n", - " total_std1 += find_std(i)\n", - "std = total_std1/len(images_arrays)\n", - "print(std)\n", - "\n", - "total_std2 = 0\n", - "for i in images_arrays:\n", - " total_std2 += np.std(i)\n", - "npstd = total_std2/len(images_arrays)\n", - "print(npstd)" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "Fl40OLo5RiN3", - "outputId": "63ff3bb5-422b-424c-bad8-78b32ade7181" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Mean: 203.51977224625708 ----- Standard Deviation: 501.5261090747172\n" - ] - } - ], - "source": [ - "print(\"Mean: \" + str(mean) + \" ----- \" + \"Standard Deviation: \" + str(std))" - ] - }, - { - "cell_type": "markdown", - "source": [ - "# Next Steps\n", - "* Read some more preprocessing papers to see if something new comes up with preprocessing steps\n", - "* Preprocessing code\n", - "* Read model papers" - ], - "metadata": { - "id": "SE0DO3WQs8th" - } - } - ], - "metadata": { - "colab": { - "collapsed_sections": [], - "name": "IMALAB- BraTS_Challenge.ipynb", - "provenance": [], - "authorship_tag": "ABX9TyPl+NiKIfCJCP6BjdL9ijD1", - "include_colab_link": true - }, - "kernelspec": { - "display_name": "Python 3", - "name": "python3" - }, - "language_info": { - "name": "python" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file