1293 lines (1292 with data), 585.6 kB
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# RSNA Intracranial Hemorrhage Detection "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<b>Competition Overview</b><br/><br/>\n",
"Intracranial hemorrhage, bleeding that occurs inside the cranium, is a serious health problem requiring rapid and often intensive medical treatment. For example, intracranial hemorrhages account for approximately 10% of strokes in the U.S., where stroke is the fifth-leading cause of death. Identifying the location and type of any hemorrhage present is a critical step in treating the patient.\n",
"\n",
"Diagnosis requires an urgent procedure. When a patient shows acute neurological symptoms such as severe headache or loss of consciousness, highly trained specialists review medical images of the patient’s cranium to look for the presence, location and type of hemorrhage. The process is complicated and often time consuming."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<b>What am i predicting?</b><br/><br/>\n",
"In this competition our goal is to predict intracranial hemorrhage and its subtypes. Given an image the we need to predict probablity of each subtype. This indicates its a multilabel classification problem."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<b>Competition Evaluation Metric</b><br/><br/>\n",
"Evaluation metric is weighted multi-label logarithmic loss. So for given image we need to predict probality for each subtype. There is also an any label, which indicates that a hemorrhage of ANY kind exists in the image. The any label is weighted more highly than specific hemorrhage sub-types.\n",
"\n",
"<b>Note:</b>The weights for each subtype for calculating weighted multi-label logarithmic loss is **not** given as part of the competition."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<b>Dataset Description</b>\n",
"\n",
"The dataset is divided into two parts\n",
"\n",
"1. Train\n",
"2. Test\n",
"\n",
"**1. Train**\n",
"Number of rows: 40,45,548 records.\n",
"Number of columns: 2\n",
"\n",
"Columns:\n",
"\n",
"**Id**: An image Id. Each Id corresponds to a unique image, and will contain an underscore.\n",
"\n",
"Example: ID_28fbab7eb_epidural. So the Id consists of two parts one is image file id ID_28fbab7eb and the other is sub type name\n",
"\n",
"**Label**: The target label whether that sub-type of hemorrhage (or any hemorrhage in the case of any) exists in the indicated image. 1 --> Exists and 0 --> Doesn't exist.\n",
"\n",
"**2. Test**\n",
"Number of rows: 4,71,270 records.\n",
"\n",
"Columns:\n",
"\n",
"**Id**: An image Id. Each Id corresponds to a unique image, and will contain an underscore.\n",
"\n",
"Example: ID_28fbab7eb_epidural. So the Id consists of two parts one is image file id ID_28fbab7eb and the other is sub type name"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**DICOM Images**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"DICOM (Digital Imaging and Communications in Medicine) is a standard for handling, storing, printing, and transmitting information in medical imaging. It includes a file format definition and a network communications protocol.\n",
"\n",
"The communication protocol is an application protocol that uses TCP/IP to communicate between systems. DICOM files can be exchanged between two entities that are capable of receiving image and patient data in DICOM format.\n",
"\n",
"The National Electrical Manufacturers Association (NEMA) holds the copyright to this standard. It was developed by the DICOM Standards Committee, whose members are also partly members of NEMA."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
"_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a"
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import pydicom\n",
"import cv2\n",
"import os\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"input_folder = '../input/rsna-intracranial-hemorrhage-detection/'"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"path_train_img = input_folder + 'stage_1_train_images/'\n",
"path_test_img = input_folder + 'stage_1_test_images/'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Loading Data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ID</th>\n",
" <th>Label</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>ID_63eb1e259_epidural</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>ID_63eb1e259_intraparenchymal</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>ID_63eb1e259_intraventricular</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>ID_63eb1e259_subarachnoid</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>ID_63eb1e259_subdural</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ID Label\n",
"0 ID_63eb1e259_epidural 0\n",
"1 ID_63eb1e259_intraparenchymal 0\n",
"2 ID_63eb1e259_intraventricular 0\n",
"3 ID_63eb1e259_subarachnoid 0\n",
"4 ID_63eb1e259_subdural 0"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_df = pd.read_csv(input_folder + 'stage_1_train.csv')\n",
"train_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ID</th>\n",
" <th>Label</th>\n",
" <th>sub_type</th>\n",
" <th>file_name</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>ID_63eb1e259_epidural</td>\n",
" <td>0</td>\n",
" <td>epidural</td>\n",
" <td>ID_63eb1e259.dcm</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>ID_63eb1e259_intraparenchymal</td>\n",
" <td>0</td>\n",
" <td>intraparenchymal</td>\n",
" <td>ID_63eb1e259.dcm</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>ID_63eb1e259_intraventricular</td>\n",
" <td>0</td>\n",
" <td>intraventricular</td>\n",
" <td>ID_63eb1e259.dcm</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>ID_63eb1e259_subarachnoid</td>\n",
" <td>0</td>\n",
" <td>subarachnoid</td>\n",
" <td>ID_63eb1e259.dcm</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>ID_63eb1e259_subdural</td>\n",
" <td>0</td>\n",
" <td>subdural</td>\n",
" <td>ID_63eb1e259.dcm</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ID Label sub_type file_name\n",
"0 ID_63eb1e259_epidural 0 epidural ID_63eb1e259.dcm\n",
"1 ID_63eb1e259_intraparenchymal 0 intraparenchymal ID_63eb1e259.dcm\n",
"2 ID_63eb1e259_intraventricular 0 intraventricular ID_63eb1e259.dcm\n",
"3 ID_63eb1e259_subarachnoid 0 subarachnoid ID_63eb1e259.dcm\n",
"4 ID_63eb1e259_subdural 0 subdural ID_63eb1e259.dcm"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# extract subtype\n",
"train_df['sub_type'] = train_df['ID'].apply(lambda x: x.split('_')[-1])\n",
"# extract filename\n",
"train_df['file_name'] = train_df['ID'].apply(lambda x: '_'.join(x.split('_')[:2]) + '.dcm')\n",
"train_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(4045572, 4)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_df.shape"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of train images availabe: 674258\n"
]
}
],
"source": [
"print(\"Number of train images availabe:\", len(os.listdir(path_train_img)))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>sub_type</th>\n",
" <th>any</th>\n",
" <th>epidural</th>\n",
" <th>intraparenchymal</th>\n",
" <th>intraventricular</th>\n",
" <th>subarachnoid</th>\n",
" <th>subdural</th>\n",
" </tr>\n",
" <tr>\n",
" <th>file_name</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>ID_000039fa0.dcm</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>ID_00005679d.dcm</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>ID_00008ce3c.dcm</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>ID_0000950d7.dcm</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>ID_0000aee4b.dcm</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"sub_type any epidural intraparenchymal intraventricular \\\n",
"file_name \n",
"ID_000039fa0.dcm 0 0 0 0 \n",
"ID_00005679d.dcm 0 0 0 0 \n",
"ID_00008ce3c.dcm 0 0 0 0 \n",
"ID_0000950d7.dcm 0 0 0 0 \n",
"ID_0000aee4b.dcm 0 0 0 0 \n",
"\n",
"sub_type subarachnoid subdural \n",
"file_name \n",
"ID_000039fa0.dcm 0 0 \n",
"ID_00005679d.dcm 0 0 \n",
"ID_00008ce3c.dcm 0 0 \n",
"ID_0000950d7.dcm 0 0 \n",
"ID_0000aee4b.dcm 0 0 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_final_df = pd.pivot_table(train_df.drop(columns='ID'), index=\"file_name\", \\\n",
" columns=\"sub_type\", values=\"Label\")\n",
"train_final_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(674258, 6)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_final_df.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualization"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(0008, 0018) SOP Instance UID UI: ID_ffff922b9\n",
"(0008, 0060) Modality CS: 'CT'\n",
"(0010, 0020) Patient ID LO: 'ID_5964c5e5'\n",
"(0020, 000d) Study Instance UID UI: ID_b47ca0ad05\n",
"(0020, 000e) Series Instance UID UI: ID_6d2a9b2810\n",
"(0020, 0010) Study ID SH: ''\n",
"(0020, 0032) Image Position (Patient) DS: ['-126.408875', '-126.408875', '-235.611511']\n",
"(0020, 0037) Image Orientation (Patient) DS: ['1.000000', '0.000000', '0.000000', '0.000000', '1.000000', '0.000000']\n",
"(0028, 0002) Samples per Pixel US: 1\n",
"(0028, 0004) Photometric Interpretation CS: 'MONOCHROME2'\n",
"(0028, 0010) Rows US: 512\n",
"(0028, 0011) Columns US: 512\n",
"(0028, 0030) Pixel Spacing DS: ['0.494750976563', '0.494750976563']\n",
"(0028, 0100) Bits Allocated US: 16\n",
"(0028, 0101) Bits Stored US: 16\n",
"(0028, 0102) High Bit US: 15\n",
"(0028, 0103) Pixel Representation US: 1\n",
"(0028, 1050) Window Center DS: \"35.000000\"\n",
"(0028, 1051) Window Width DS: \"135.000000\"\n",
"(0028, 1052) Rescale Intercept DS: \"-1024.000000\"\n",
"(0028, 1053) Rescale Slope DS: \"1.000000\"\n",
"(7fe0, 0010) Pixel Data OW: Array of 524288 elements\n"
]
}
],
"source": [
"dicom = pydicom.read_file(path_train_img + 'ID_ffff922b9.dcm')\n",
"print(dicom)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Constructing Image from DICOM Files"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Extracting Window width, Window center, Slope, Intercept**"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0028, 1050) Window Center DS: \"35.000000\""
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# (0028, 1050) Window Center \n",
"dicom[('0028', '1050')]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\"35.000000\""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# etract value\n",
"dicom[('0028', '1050')].value"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"def get_dicom_field_value(key, dicom):\n",
" \"\"\"\n",
" @param key: key is tuple\n",
" @param dicom: dicom file\n",
" \"\"\"\n",
" return dicom[key].value"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(35, 135, -1024, 1)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"window_center = int(get_dicom_field_value(('0028', '1050'), dicom))\n",
"window_width = int(get_dicom_field_value(('0028', '1051'), dicom))\n",
"window_intercept = int(get_dicom_field_value(('0028', '1052'), dicom))\n",
"window_slope = int(get_dicom_field_value(('0028', '1053'), dicom))\n",
"window_center, window_width, window_intercept, window_slope"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"def get_windowed_image(image, wc,ww, intercept, slope):\n",
" img = (image*slope +intercept)\n",
" img_min = wc - ww//2\n",
" img_max = wc + ww//2\n",
" img[img<img_min] = img_min\n",
" img[img>img_max] = img_max\n",
" return img "
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[-32 -32 -32 ... -32 -32 -32]\n",
" [-32 -32 -32 ... -32 -32 -32]\n",
" [-32 -32 -32 ... -32 -32 -32]\n",
" ...\n",
" [-32 -32 -32 ... -32 -32 -32]\n",
" [-32 -32 -32 ... -32 -32 -32]\n",
" [-32 -32 -32 ... -32 -32 -32]]\n"
]
}
],
"source": [
"# display the scaled image\n",
"windowed_image = get_windowed_image(dicom.pixel_array, window_center, window_width, \\\n",
" window_intercept, window_slope)\n",
"\n",
"print(windowed_image)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"def get_scaled_windowed_image(img):\n",
" \"\"\"\n",
" Get scaled image\n",
" 1. Convert to float\n",
" 2. Rescale to 0-255\n",
" 3. Convert to unit8\n",
" \"\"\"\n",
" img_2d = img.astype(float)\n",
" img_2d_scaled = (np.maximum(img_2d,0) / img_2d.max()) * 255.0\n",
" img_2d_scaled = np.uint8(img_2d_scaled)\n",
" return img_2d_scaled"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"scaled_image = get_scaled_windowed_image(windowed_image)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Orginal Image**"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(dicom.pixel_array, cmap=plt.cm.bone)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Windowed Image**"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(windowed_image, cmap=plt.cm.bone)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Scaled Image**"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(scaled_image, cmap=plt.cm.bone, vmin=0, vmax=255)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"def display_dicom_image(file):\n",
" di = pydicom.read_file(path_train_img + file)\n",
" plt.subplot(1,3,1)\n",
" plt.imshow(di.pixel_array, cmap='gray')\n",
" plt.title('Raw Image')\n",
" plt.subplot(1,3,2)\n",
" windowed_image = get_windowed_image(di.pixel_array, window_center, window_width, \\\n",
" window_intercept, window_slope)\n",
" plt.imshow(windowed_image, cmap='gray')\n",
" plt.title('Windowed Image')\n",
" plt.subplot(1,3,3)\n",
" plt.imshow(get_scaled_windowed_image(windowed_image), cmap='gray')\n",
" plt.title('Scaled Image')\n",
" plt.show()\n",
" print(train_final_df.loc[file])"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"sub_type\n",
"any 1\n",
"epidural 0\n",
"intraparenchymal 0\n",
"intraventricular 1\n",
"subarachnoid 0\n",
"subdural 0\n",
"Name: ID_ffff922b9.dcm, dtype: int64\n"
]
}
],
"source": [
"display_dicom_image('ID_ffff922b9.dcm')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"sub_type\n",
"any 1\n",
"epidural 0\n",
"intraparenchymal 0\n",
"intraventricular 1\n",
"subarachnoid 1\n",
"subdural 0\n",
"Name: ID_0005d340e.dcm, dtype: int64\n"
]
}
],
"source": [
"display_dicom_image('ID_0005d340e.dcm')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Brain Subdural Windowing**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Source: \n",
"\n",
"https://www.kaggle.com/jhoward/from-prototyping-to-submission-fastai\n",
"\n",
"https://www.kaggle.com/reppic/gradient-sigmoid-windowing"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"def correct_dcm(dcm):\n",
" x = dcm.pixel_array + 1000\n",
" px_mode = 4096\n",
" x[x>=px_mode] = x[x>=px_mode] - px_mode\n",
" dcm.PixelData = x.tobytes()\n",
" dcm.RescaleIntercept = -1000\n",
"\n",
"def window_image(dcm, window_center, window_width):\n",
" \n",
" if (dcm.BitsStored == 12) and (dcm.PixelRepresentation == 0) and (int(dcm.RescaleIntercept) > -100):\n",
" correct_dcm(dcm)\n",
" \n",
" img = dcm.pixel_array * dcm.RescaleSlope + dcm.RescaleIntercept\n",
" img_min = window_center - window_width // 2\n",
" img_max = window_center + window_width // 2\n",
" img = np.clip(img, img_min, img_max)\n",
"\n",
" return img\n",
"\n",
"def bsb_window(dcm):\n",
" brain_img = window_image(dcm, 40, 80)\n",
" subdural_img = window_image(dcm, 80, 200)\n",
" soft_img = window_image(dcm, 40, 380)\n",
" \n",
" brain_img = (brain_img - 0) / 80\n",
" subdural_img = (subdural_img - (-20)) / 200\n",
" soft_img = (soft_img - (-150)) / 380\n",
" bsb_img = np.array([brain_img, subdural_img, soft_img]).transpose(1,2,0)\n",
"\n",
" return bsb_img\n"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dicom = pydicom.dcmread(path_train_img + 'ID_5c8b5d701' + '.dcm')\n",
"plt.imshow(bsb_window(dicom), cmap=plt.cm.bone);"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(512, 512, 3)"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bsb_window(dicom).shape"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"def window_with_correction(dcm, window_center, window_width):\n",
" if (dcm.BitsStored == 12) and (dcm.PixelRepresentation == 0) and (int(dcm.RescaleIntercept) > -100):\n",
" correct_dcm(dcm)\n",
" img = dcm.pixel_array * dcm.RescaleSlope + dcm.RescaleIntercept\n",
" img_min = window_center - window_width // 2\n",
" img_max = window_center + window_width // 2\n",
" img = np.clip(img, img_min, img_max)\n",
" return img\n",
"\n",
"def window_without_correction(dcm, window_center, window_width):\n",
" img = dcm.pixel_array * dcm.RescaleSlope + dcm.RescaleIntercept\n",
" img_min = window_center - window_width // 2\n",
" img_max = window_center + window_width // 2\n",
" img = np.clip(img, img_min, img_max)\n",
" return img\n",
"\n",
"def window_testing(img, window):\n",
" brain_img = window(img, 40, 80)\n",
" subdural_img = window(img, 80, 200)\n",
" soft_img = window(img, 40, 380)\n",
" \n",
" brain_img = (brain_img - 0) / 80\n",
" subdural_img = (subdural_img - (-20)) / 200\n",
" soft_img = (soft_img - (-150)) / 380\n",
" bsb_img = np.array([brain_img, subdural_img, soft_img]).transpose(1,2,0)\n",
"\n",
" return bsb_img"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dicom = pydicom.dcmread(path_train_img + \"ID_036db39b7\" + \".dcm\")\n",
"\n",
"fig, ax = plt.subplots(1, 2)\n",
"\n",
"ax[0].imshow(window_testing(dicom, window_without_correction), cmap=plt.cm.bone);\n",
"ax[0].set_title(\"original\")\n",
"ax[1].imshow(window_testing(dicom, window_with_correction), cmap=plt.cm.bone);\n",
"ax[1].set_title(\"corrected\");"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dicom = pydicom.dcmread(path_train_img + \"ID_ffff922b9.dcm\")\n",
"\n",
"fig, ax = plt.subplots(1, 2)\n",
"\n",
"ax[0].imshow(window_testing(dicom, window_without_correction), cmap=plt.cm.bone);\n",
"ax[0].set_title(\"original\")\n",
"ax[1].imshow(window_testing(dicom, window_with_correction), cmap=plt.cm.bone);\n",
"ax[1].set_title(\"corrected\");"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"def get_corrected_bsb_window(dcm, window_center, window_width):\n",
" #------ Correct Dicom Image ------------#\n",
" if (dcm.BitsStored == 12) and (dcm.PixelRepresentation == 0) and (int(dcm.RescaleIntercept) > -100):\n",
" x = dcm.pixel_array + 1000\n",
" px_mode = 4096\n",
" x[x>=px_mode] = x[x>=px_mode] - px_mode\n",
" dcm.PixelData = x.tobytes()\n",
" dcm.RescaleIntercept = -1000\n",
" \n",
" #------ Windowing ----------------------#\n",
" img = dcm.pixel_array * dcm.RescaleSlope + dcm.RescaleIntercept\n",
" img_min = window_center - window_width // 2\n",
" img_max = window_center + window_width // 2\n",
" img = np.clip(img, img_min, img_max)\n",
" return img\n",
"\n",
"def get_rgb_image(img):\n",
" brain_img = get_corrected_bsb_window(img, 40, 80)\n",
" subdural_img = get_corrected_bsb_window(img, 80, 200)\n",
" soft_img = get_corrected_bsb_window(img, 40, 380)\n",
" \n",
" brain_img = (brain_img - 0) / 80\n",
" subdural_img = (subdural_img - (-20)) / 200\n",
" soft_img = (soft_img - (-150)) / 380\n",
" bsb_img = np.array([brain_img, subdural_img, soft_img]).transpose(1,2,0)\n",
" \n",
" return bsb_img"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fa227633f60>"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dicom = pydicom.dcmread(path_train_img + \"ID_036db39b7\" + \".dcm\")\n",
"plt.imshow(get_rgb_image(dicom))"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"def _read(path, desired_size):\n",
"\n",
" dcm = pydicom.dcmread(path)\n",
" \n",
" try:\n",
" img = get_rgb_image(dcm)\n",
" except:\n",
" img = np.zeros(desired_size)\n",
" \n",
" \n",
" img = cv2.resize(img, desired_size[:2], interpolation=cv2.INTER_LINEAR)\n",
" \n",
" return img"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(224, 224, 3)"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"_read(path_train_img + \"ID_036db39b7\" + \".dcm\", (224, 224)).shape"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(\n",
" _read(path_train_img + \"ID_036db39b7\" + \".dcm\", (224, 224)), cmap=plt.cm.bone\n",
");"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"def display_dicom_image(file):\n",
" di = pydicom.read_file(path_train_img + file)\n",
" plt.figure(figsize=(16, 6))\n",
" plt.subplot(1,4,1)\n",
" plt.imshow(di.pixel_array, cmap='gray')\n",
" plt.title('Raw Image')\n",
" plt.subplot(1,4,2)\n",
" windowed_image = get_windowed_image(di.pixel_array, window_center, window_width, \\\n",
" window_intercept, window_slope)\n",
" plt.imshow(windowed_image, cmap='gray')\n",
" plt.title('Windowed Image')\n",
" plt.subplot(1,4,3)\n",
" plt.imshow(get_scaled_windowed_image(windowed_image), cmap='gray')\n",
" plt.title('Scaled Image')\n",
" \n",
" plt.subplot(1,4,4)\n",
" plt.imshow(_read(path_train_img + file, desired_size=(512, 512)), cmap='gray')\n",
" plt.title('Brain Subdural Windowing')\n",
" \n",
" plt.show()\n",
" print(train_final_df.loc[file])"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"sub_type\n",
"any 1\n",
"epidural 0\n",
"intraparenchymal 0\n",
"intraventricular 1\n",
"subarachnoid 1\n",
"subdural 0\n",
"Name: ID_0005d340e.dcm, dtype: int64\n"
]
}
],
"source": [
"display_dicom_image('ID_0005d340e.dcm')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 1
}