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bias-tests
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "d015c09b", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/Users/oesteban/.anaconda/lib/python3.8/site-packages/nilearn/datasets/__init__.py:93: FutureWarning: Fetchers from the nilearn.datasets module will be updated in version 0.9 to return python strings instead of bytes and Pandas dataframes instead of Numpy arrays.\n", | |
" warn(\"Fetchers from the nilearn.datasets module will be \"\n" | |
] | |
} | |
], | |
"source": [ | |
"import nibabel as nb\n", | |
"import numpy as np\n", | |
"from nilearn.plotting import plot_img\n", | |
"from scipy.ndimage import median_filter\n", | |
"import matplotlib as mpl\n", | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "51fcc456", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"img = nb.load('sub-10_ses-1_task-rest_run-02_desc-volreg_bold.nii.gz')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "4c7ff2e8", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"data = img.get_fdata(dtype=\"float32\")\n", | |
"data = np.clip(data, a_min=np.percentile(data, 25), a_max=np.percentile(data, 99.9))\n", | |
"data -= data.min()\n", | |
"data *= 1000 * data / data.max()\n", | |
"\n", | |
"for t in range(data.shape[-1]):\n", | |
" data[..., t] = median_filter(data[..., t], size=5, mode=\"constant\", cval=0)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "eae5b502", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"avg = np.median(data[...,10:], axis=-1)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "c4299f48", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<nilearn.plotting.displays.YSlicer at 0x7fb533faeb50>" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 1634.4x165.6 with 12 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1634.4x165.6 with 12 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_img(nb.Nifti1Image(avg, img.affine, img.header), display_mode='y', draw_cross=False, colorbar=True, cut_coords=(-122, -120, -118, -116, -114, -112, -110, -108, -106, -104))\n", | |
"plot_img(nb.Nifti1Image(data[..., 200], img.affine, img.header), display_mode='y', draw_cross=False, colorbar=True, cut_coords=(-122, -120, -118, -116, -114, -112, -110, -108, -106, -104))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "53d08e6d", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"log_avg = np.log(avg + 1)\n", | |
"log_img = np.log(data + 1)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"id": "6c064864", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<nilearn.plotting.displays.YSlicer at 0x7fb533f8eb50>" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1634.4x165.6 with 12 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_img(nb.Nifti1Image(log_avg, img.affine, img.header), display_mode='y', draw_cross=False, colorbar=True, cut_coords=(-122, -120, -118, -116, -114, -112, -110, -108, -106, -104))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"id": "183dfe91", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"bias_factor = np.exp(log_img - log_avg[..., np.newaxis])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"id": "698ed8a0", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<nilearn.plotting.displays.YSlicer at 0x7fb533cb7190>" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1634.4x165.6 with 12 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_img(nb.Nifti1Image(bias_factor[..., 200], img.affine, img.header), vmin=0, vmax=2, display_mode='y', draw_cross=False, colorbar=True, cut_coords=(-122, -120, -118, -116, -114, -112, -110, -108, -106, -104))\n", | |
"# plot_img(nb.Nifti1Image(data[..., 200] / avg, img.affine, img.header), vmin=0, vmax=2, display_mode='y', draw_cross=False, colorbar=True, cut_coords=(-122, -120, -118, -116, -114, -112, -110, -108, -106, -104))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"id": "ca18d066", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"nb.Nifti1Image(bias_factor, img.affine, img.header).to_filename(\"bias.nii.gz\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"id": "9f445825", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"bias_smoothed = np.zeros_like(bias_factor)\n", | |
"\n", | |
"for t in range(bias_factor.shape[-1]):\n", | |
" frame = median_filter(bias_factor[..., t], size=8, mode=\"mirror\")\n", | |
" frame[frame == 0] = frame[frame > 0].min()\n", | |
" bias_smoothed[..., t] = frame" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"id": "cb7ab0bf", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<nilearn.plotting.displays.YSlicer at 0x7fb505d086d0>" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1634.4x165.6 with 12 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1634.4x165.6 with 12 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_img(nb.Nifti1Image(bias_factor[..., 845], img.affine, img.header), display_mode='y', draw_cross=False, colorbar=True, cut_coords=(-122, -120, -118, -116, -114, -112, -110, -108, -106, -104))\n", | |
"plot_img(nb.Nifti1Image(bias_smoothed[..., 845], img.affine, img.header), display_mode='y', draw_cross=False, colorbar=True, cut_coords=(-122, -120, -118, -116, -114, -112, -110, -108, -106, -104))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"id": "2d08fbd6", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[<matplotlib.lines.Line2D at 0x7fb473c0c1c0>]" | |
] | |
}, | |
"execution_count": 13, | |
"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": [ | |
"plt.plot(np.percentile(bias_smoothed - 1, 90, axis=(0,1,2)))\n", | |
"plt.plot(np.percentile(bias_smoothed - 1, 10, axis=(0,1,2)))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "3e32c403", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"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": "3.8.5" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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