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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load BrainIAC"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import torch \n",
"from load_brainiac import load_brainiac\n",
"\n",
"# path to the checkpoint\n",
"checkpoint = \"/path/to/brainiac_weights\"\n",
"device = \"cuda\"\n",
"\n",
"model = load_brainiac(checkpoint, device)\n",
"print(f\"Model loaded successfully from {checkpoint}!\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Vizualize Saliency Maps "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(128, 128, 128) (128, 128, 128) 1.0 0.0016589891165494919\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import nibabel as nib\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import cv2\n",
"\n",
"# Load the NIfTI files\n",
"mri_nifti_path = f'/media/data/BrainIAC/src/BrainIAC/data/output/bchpostop2911_image.nii.gz' \n",
"saliency_nifti_path = f'/media/data/BrainIAC/src/BrainIAC/data/output/bchpostop2911_saliencymap.nii.gz'\n",
"\n",
"mri_img = nib.load(mri_nifti_path)\n",
"saliency_img = nib.load(saliency_nifti_path)\n",
"mri_data = mri_img.get_fdata()\n",
"saliency_data = saliency_img.get_fdata()\n",
"\n",
"print(mri_data.shape, saliency_data.shape, np.max(mri_data), np.max(saliency_data))\n",
"\n",
"# Select a 2D slice based on a index number \n",
"slice_idx = mri_data.shape[2] // 2 - 35\n",
"mri_slice = mri_data[:, :, slice_idx]\n",
"saliency_slice = saliency_data[:, :, slice_idx]\n",
"\n",
"# Normalize the MRI slice using robust normalization (1st and 99th percentiles)\n",
"def normalize_image(img):\n",
" p1, p99 = np.percentile(img, (1, 99))\n",
" img_clipped = np.clip(img, p1, p99)\n",
" img_normalized = (img_clipped - p1) / (p99 - p1)\n",
" return img_normalized\n",
"\n",
"mri_slice_norm = normalize_image(mri_slice)\n",
"\n",
"# Normalization function \n",
"def normalize_saliency(saliency):\n",
" saliency[saliency < 0] = 0\n",
" if np.max(saliency) > 0:\n",
" saliency_normalized = saliency / np.max(saliency)\n",
" else:\n",
" saliency_normalized = saliency\n",
" return saliency_normalized\n",
"\n",
"# Apply Gaussian blur to smooth the saliency map and normalize\n",
"saliency_slice_blurred = cv2.GaussianBlur(saliency_slice, (15, 15), 0)\n",
"saliency_slice_norm = normalize_saliency(saliency_slice_blurred)\n",
"\n",
"# Apply a threshold to the saliency map\n",
"threshold_value = 0.0 \n",
"saliency_slice_thresholded = np.where(saliency_slice_norm > threshold_value, saliency_slice_norm, 0)\n",
"\n",
"# thresholded saliency map\n",
"plt.figure(figsize=(6, 6))\n",
"plt.imshow(saliency_slice_thresholded.T, cmap='magma', interpolation='none', origin='lower')\n",
"plt.axis('off') \n",
"\n",
"# MRI slice with contour overlay of the thresholded saliency map\n",
"plt.figure(figsize=(6, 6))\n",
"plt.imshow(mri_slice_norm.T, cmap='gray', interpolation='none', origin='lower')\n",
"plt.contour(saliency_slice_thresholded.T, levels=10, cmap='magma', origin='lower', linewidths=3) # Adjust the linewidth value as needed\n",
"plt.axis('off') # Remove axis for better visualization\n",
"\n",
"\n",
"# MRI slice alone (no overlay)\n",
"plt.figure(figsize=(6, 6))\n",
"plt.imshow(mri_slice_norm.T, cmap='gray', interpolation='none', origin='lower')\n",
"plt.axis('off') \n",
"\n",
"\n",
"plt.show() \n"
]
},
{
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{
"cell_type": "code",
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"cell_type": "code",
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|