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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-83_ses-1_task-rest_run-01_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 0x7fed678a6310>" | |
] | |
}, | |
"execution_count": 5, | |
"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(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 0x7fed678634f0>" | |
] | |
}, | |
"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 0x7fed674b8d60>" | |
] | |
}, | |
"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 0x7fed19033d00>" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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