Skip to content

Instantly share code, notes, and snippets.

Show Gist options
  • Save miykael/f60c061aa055235c4b6c2ace7c947a15 to your computer and use it in GitHub Desktop.
Save miykael/f60c061aa055235c4b6c2ace7c947a15 to your computer and use it in GitHub Desktop.
Differences between SPM's and FSL's motion correction
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Different outcomes between SPM's and FSL's motion correction\n",
"\n",
"There are a few strange differences between SPM's and FSL's motion correction algorithm. This notebook will try to investigate this."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Import relevant packages\n",
"from nilearn import image, plotting\n",
"%matplotlib inline\n",
"import numpy as np\n",
"import pylab as plt\n",
"import nibabel as nb"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Import motion correction interface from SPM and FSL\n",
"from nipype.interfaces.spm import Realign\n",
"from nipype.interfaces.fsl import MCFLIRT"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(2.0, 2.0, 3.0, 0.5)\n",
"(100, 100, 21, 1056)\n"
]
}
],
"source": [
"# Specify filename and explore properties\n",
"filename='func.nii'\n",
"img = nb.load(filename)\n",
"print(img.header.get_zooms())\n",
"print(img.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you can see, the dataset is a 4D functional image with a voxel resolution of 2x2x3mm, with 1056 volumes and a TR of 500ms."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Run motion correction for the first time"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Perform SPM's motion correction\n",
"realign = Realign(in_files=filename,\n",
" register_to_mean=False).run()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# Perform FSL's motion correction\n",
"mcflirt = MCFLIRT(in_file=filename,\n",
" mean_vol=False,\n",
" ref_vol=0,\n",
" save_plots=True,\n",
" out_file='func_mcf.nii.gz').run()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot estimated motion parameters (after first run)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot SPM's the motion paramters\n",
"par = np.loadtxt('rp_func.txt')\n",
"fig, axes = plt.subplots(2, 1, figsize=(15, 5))\n",
"axes[0].set_ylabel('rotation (degrees)')\n",
"axes[0].plot(np.rad2deg(par[:, 3:]))\n",
"axes[1].plot(par[:, :3])\n",
"axes[1].set_xlabel('time (TR)')\n",
"axes[1].set_ylabel('translation (mm)');"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot FSL's the motion paramters\n",
"par = np.loadtxt('func_mcf.nii.gz.par')\n",
"fig, axes = plt.subplots(2, 1, figsize=(15, 5))\n",
"axes[0].set_ylabel('rotation (degrees)')\n",
"axes[0].plot(np.rad2deg(par[:, :3]))\n",
"axes[1].plot(par[:, 3:])\n",
"axes[1].set_xlabel('time (TR)')\n",
"axes[1].set_ylabel('translation (mm)');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you can see, the estmated motion parameters seem similiar but are by no means identical.\n",
"\n",
"Let's also plot their differences."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plotting the differences between the two parameter estimations\n",
"par1 = np.loadtxt('rp_func.txt')\n",
"par2 = np.loadtxt('func_mcf.nii.gz.par')\n",
"fig, axes = plt.subplots(2, 1, figsize=(15, 5))\n",
"axes[0].set_ylabel('rotation (degrees)')\n",
"axes[0].plot(np.rad2deg(par1[:, 3:] - par2[:, :3]))\n",
"axes[1].plot(par1[:, :3] - par2[:, 3:])\n",
"axes[1].set_xlabel('time (TR)')\n",
"axes[1].set_ylabel('translation (mm)');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Outcome differences between the two approaches\n",
"\n",
"So let's take a look at the differences between the output. For this, we first subtract the two 4D images and then compute the mean image of that."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# Compute differences of the two outcomes and average the volumes\n",
"img_dif = image.math_img('np.mean(img1 - img2, axis=-1)', img1='rfunc.nii', img2='func_mcf.nii.gz')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 525.6x187.2 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the average difference between the two outcomes\n",
"plotting.plot_stat_map(img_dif, bg_img=None, vmax=100, black_bg=True, annotate=False, draw_cross=False);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Interesting!** Closer inspection shows that SPM somehow drops the top and bottom slice, while FSL keeps those slices. Not clear why this is the case. (Note: The top and bottom slice in the SPM approach are completly empty, so I don't think it's a interpolation issue.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Run motion correction for the second time\n",
"\n",
"But what about if we run the motion correction again, on the already motion corrected file?"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# Perform SPM's motion correction\n",
"realign = Realign(in_files='rfunc.nii',\n",
" register_to_mean=False).run()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# Perform FSL's motion correction\n",
"mcflirt = MCFLIRT(in_file='func_mcf.nii.gz',\n",
" mean_vol=False,\n",
" ref_vol=0,\n",
" save_plots=True,\n",
" out_file='func_mcf_rerun.nii.gz').run()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot estimated motion parameters (after second run)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot SPM's the motion paramters\n",
"par = np.loadtxt('rp_rfunc.txt')\n",
"fig, axes = plt.subplots(2, 1, figsize=(15, 5))\n",
"axes[0].set_ylabel('rotation (degrees)')\n",
"axes[0].plot(np.rad2deg(par[0:, 3:]))\n",
"axes[1].plot(par[0:, :3])\n",
"axes[1].set_xlabel('time (TR)')\n",
"axes[1].set_ylabel('translation (mm)');"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot FSL's the motion paramters\n",
"par = np.loadtxt('func_mcf_rerun.nii.gz.par')\n",
"fig, axes = plt.subplots(2, 1, figsize=(15, 5))\n",
"axes[0].set_ylabel('rotation (degrees)')\n",
"axes[0].plot(np.rad2deg(par[0:, :3]))\n",
"axes[1].plot(par[0:, 3:])\n",
"axes[1].set_xlabel('time (TR)')\n",
"axes[1].set_ylabel('translation (mm)');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It seems that FSL's approach can still extract a lot more motion from the motion corrected data than in the case of SPM.\n",
"\n",
"Those curves are also very similiar to the differences between the estimated motion parameters at the beginning.\n",
"\n",
"Not sure if this means that SPM does a \"cleaner\" job or that the default paramters in FSL are less conservative."
]
}
],
"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": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment