{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## I/O - Reading and writing transforms\n", "This notebook showcases the `nitransforms.io` module, which implements the input/output operations that allow this library to use other software packages' formats and tools for transforms." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Preamble\n", "Prepare a Python environment and use a temporal directory for the outputs. After that, fetch the actual file from NiBabel documentation." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This notebook is being executed under .\n" ] } ], "source": [ "import os\n", "from pathlib import Path\n", "from tempfile import TemporaryDirectory\n", "\n", "import numpy as np\n", "import nibabel as nb\n", "import nitransforms as nt\n", "from nitransforms.resampling import apply\n", "\n", "cwd = TemporaryDirectory()\n", "os.chdir(cwd.name)\n", "print(f\"This notebook is being executed under <{os.getcwd()}>.\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "anat_file = Path(os.getenv(\"TEST_DATA_HOME\", str(Path.home() / \".nitransforms\"))) / \"someones_anatomy.nii.gz\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load in one sample image\n", "We pick *NiBabel*'s example dataset called `someones_anatomy.nii.gz`.\n", "This is a 3D T1-weighted MRI image stored in NIfTI format.\n", "Before any transformation, let's first visualize the example image, and retain some copies of the original header and affine.\n", "Although it is not the only use-case for 3D images, most often when working with spatial transforms it is the case that at least one 3D image is involved.\n", "\n", "\n", "Depending on how the software implements the functional that converts coordinates between two reference systems (which is, in essence, the transformation itself), the input/output images may play a role in defining said reference systems.\n", "The most common scenario where images are important to the definition of the spatial transform is that of image alignment (that is, resolving the *image registration* problem), where the algorithm works with the *image's array coordinates*).\n", "Obviously, in such a framework, it is impossible to interpret any given transform without knowing the image(s) that define the *real* coordinates." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Load the example\n", "nii = nb.load(anat_file)\n", "hdr = nii.header.copy()\n", "aff = nii.affine.copy()\n", "data = np.asanyarray(nii.dataobj)\n", "nii.orthoview()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Image orientation\n", "NIfTI images have two header entries to define how the data array indexed by integer coordinates between (0, 0, 0) and ($S_i - 1$, $S_j - 1$, $S_k - 1$) maps onto a continous space of, e.g., *scanner coordinates* (typically in mm).\n", "In order to ensure *NiTransforms* implements all possible combinations of transform formats and image orientations, we will need to generate similar images with different *orientations*.\n", "\n", "To do so, we will use the `nitransforms.tests.test_io._generate_reoriented(path, directions, swapaxes, parameters)` function." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from nitransforms.tests.test_io import _generate_reoriented" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For instance, we may want to generate an image in *LAS* orientation, where the first axis' direction has been flipped and coordinates with positive sign get further away from the origin towards the left, rather than the right (i.e., RAS)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Orientation: LAS.\n", "Orientation of the original file: RAS.\n" ] } ], "source": [ "las_anatomy, _ = _generate_reoriented(anat_file, (-1, 1, 1), None, {\"x\": 0, \"y\": 0, \"z\": 0})\n", "print(f\"Orientation: {''.join(nb.aff2axcodes(las_anatomy.affine))}.\")\n", "print(f\"Orientation of the original file: {''.join(nb.aff2axcodes(nii.affine))}.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because both orientations point to the same spatial mapping of T1w MRI measurements, with the LAS array having the first axis reversed, both images should look the same when visualized:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nii.orthoview()\n", "las_anatomy.orthoview()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Writing a rigid-body transform for *AFNI*, *ANTs*, and *FSL*\n", "Now, let's use these variants to check how they affect in concatenation with other transforms\n", "\n", "First, we check that, as *NiBabel* represents the data array disregarding the affine, the `.orthoview()` visualization of the *oblique* image shows the same apparent data orientation as for the original file." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Create a transform**. We test with a rigid-body transformation with 3 rotations and 3 translations" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "T = nb.affines.from_matvec(nb.eulerangles.euler2mat(x=0.9, y=0.001, z=0.001), [4.0, 2.0, -1.0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Resampling the image with *NiTransforms***.\n", "Let's resample the dataset using *NiTransforms*. We will be using the LAS image as reference, which means that it will define the output space, and the RAS conversion as moving image -- where the actual values are drawn and moved from. This result should be similar with the other libraries." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "xfm = nt.linear.Affine(T)\n", "xfm.reference = las_anatomy" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "moved = apply(xfm, nii, order=0)\n", "moved.to_filename('moved-nb.nii.gz')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "moved.orthoview()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Store the transform in other formats**. Let's leverage *NiTransforms*' features to store the transforms for ANTs, FSL, and AFNI.\n", "Because transforms can (generally) take any extension, for *NiTransforms* to know the format of the output we will need to inform the transform object's method about the format with the `fmt` argument.\n", "\n", "The transform object (`xfm` in this notebook) has a convenient method `to_filename()`.\n", "This method calls internally a factory class that assigns the correct type from `nitransforms.io` to correctly write out the output.\n", "`to_filename()` accepts a `moving` argument, and makes use of the `reference` property for those packages which require them (for example, FSL requires both, FreeSurfer LTAs writes their characteristics in the output file --although only necessary when the transform type is voxel-to-voxel,-- and AFNI needs them only if the data array is not aligned with the cardinal axes --*oblique*)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "M.afni M.fsl M.tfm moved-nb.nii.gz\r\n" ] } ], "source": [ "xfm.to_filename('M.tfm', fmt='itk')\n", "xfm.to_filename('M.fsl', moving=las_anatomy, fmt='fsl') # reference is set in the xfm object\n", "xfm.to_filename('M.afni', moving=las_anatomy, fmt='afni') # reference is set in the xfm object\n", "!ls" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The equivalent way of storing a transform using the low-level interface of the `io` submodule follows.\n", "Let's store the transform `T` into FreeSurfer's LTA format:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# LTA file created by NiTransforms\n", "type = 1\n", "nxforms = 1\n", "mean = 0.0000 0.0000 0.0000\n", "sigma = 1.0000\n", "1 4 4\n", "9.999990000003335e-01 1.404936252078656e-03 1.617172252089032e-04 -4.002644155280283e+00\n", "-9.999993333334666e-04 6.216088741390577e-01 7.833271395738223e-01 -4.558906113709593e-01\n", "9.999998333333415e-04 -7.833265179640611e-01 6.216096574657062e-01 2.184262694060495e+00\n", "0.000000000000000e+00 0.000000000000000e+00 0.000000000000000e+00 1.000000000000000e+00\n", "src volume info\n", "valid = 1 # volume info valid\n", "filename = /Users/oesteban/datalad/nitransforms-tests/someones_anatomy.nii.gz\n", "volume = 57 67 56\n", "voxelsize = 2.750000000000000e+00 2.750000000000000e+00 2.750000000000000e+00\n", "xras = 1.000000000000000e+00 0.000000000000000e+00 0.000000000000000e+00\n", "yras = 0.000000000000000e+00 1.000000000000000e+00 0.000000000000000e+00\n", "zras = 0.000000000000000e+00 0.000000000000000e+00 1.000000000000000e+00\n", "cras = 3.750000000000000e-01 1.125000000000000e+00 -1.400000000000000e+01\n", "dst volume info\n", "valid = 1 # volume info valid\n", "filename = None\n", "volume = 57 67 56\n", "voxelsize = 2.750000000000000e+00 2.750000000000000e+00 2.750000000000000e+00\n", "xras = -1.000000000000000e+00 0.000000000000000e+00 0.000000000000000e+00\n", "yras = 0.000000000000000e+00 1.000000000000000e+00 0.000000000000000e+00\n", "zras = 0.000000000000000e+00 0.000000000000000e+00 1.000000000000000e+00\n", "cras = -2.375000000000000e+00 1.125000000000000e+00 -1.400000000000000e+01\n", "\n" ] } ], "source": [ "lta = nt.io.lta.FSLinearTransform.from_ras(T, moving=las_anatomy, reference=nii)\n", "print(lta.to_string())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Applying the transforms we generated before on images\n", "Now, let's check that the transforms written out by *NiTransforms* generate the same output as the tool generated with the `apply()` method when used with their corresponding software packages.\n", "\n", "First, we will need to store a copy of our reference and moving images to the temporal directory where we are working:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "nii.to_filename(\"someones_anatomy_RAS.nii.gz\")\n", "las_anatomy.to_filename(\"someones_anatomy_LAS.nii.gz\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**The AFNI use-case**.\n", "Let's apply AFNI's `3dAllineate` to resample `someones_anatomy_LAS.nii.gz` into the grid of `someones_anatomy_RAS.nii.gz` through the affine we generated above:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "++ 3dAllineate: AFNI version=AFNI_16.0.00 (Jan 1 2016) [64-bit]\n", "++ Authored by: Zhark the Registrator\n", "** AFNI converts NIFTI_datatype=2 (UINT8) in file someones_anatomy_RAS.nii.gz to FLOAT32\n", " Warnings of this type will be muted for this session.\n", " Set AFNI_NIFTI_TYPE_WARN to YES to see them all, NO to see none.\n", "++ Source dataset: ./someones_anatomy_LAS.nii.gz\n", "++ Base dataset: ./someones_anatomy_RAS.nii.gz\n", "++ You might want to use '-master' when using '-1D*_apply'\n", "++ Loading datasets\n", "++ NOTE: base and source coordinate systems have different handedness\n", " + Orientations: base=Right handed (LPI); source=Left handed (RPI)\n", "++ master dataset for output = base\n", "++ OpenMP thread count = 4\n", "++ ========== Applying transformation to 1 sub-bricks ==========\n", "++ ========== sub-brick #0 ========== [total CPU to here=0.1 s]\n", "++ Output dataset ./moved-afni.nii.gz\n", "++ 3dAllineate: total CPU time = 0.1 sec Elapsed = 0.1\n", "++ ###########################################################\n" ] } ], "source": [ "!3dAllineate -base someones_anatomy_RAS.nii.gz -input someones_anatomy_LAS.nii.gz -1Dmatrix_apply M.afni -prefix moved-afni.nii.gz -final NN\n", "moved_afni = nb.load('moved-afni.nii.gz')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, the two resampled images --`moved` which we generated at the beginning using *NiTransforms*' `apply`, and `moved_afni` just generated using `3dAllineate`-- should look the same." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "moved.orthoview()\n", "moved_afni.orthoview()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**ANTs/ITK transforms**.\n", "Similarly, let's test `antsApplyTransforms`" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "!antsApplyTransforms -d 3 -i 'someones_anatomy_LAS.nii.gz' -r 'someones_anatomy_RAS.nii.gz' -o 'moved-itk.nii.gz' -n 'NearestNeighbor' -t 'M.tfm' --float\n", "nb.load('moved-itk.nii.gz').orthoview()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**FSL**.\n", "Finally, let's check with FSL `flirt`" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "!flirt -in someones_anatomy_LAS.nii.gz -ref someones_anatomy_RAS.nii.gz -out moved-fsl.nii.gz -init M.fsl -applyxfm\n", "nb.load('moved-fsl.nii.gz').orthoview()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The special case of *oblique* datasets and AFNI\n", "AFNI implements spatial transforms in physical coordinates (mm), so it doesn't generally require to know about the reference and moving images to calculate coordinate mappings (obviously, both are required when *applying* the transform to align one another).\n", "\n", "Let's use an oblique dataset rotated 0.2 rad around the X axis and 0.1 rad around Y for the `reference` image in this case." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset is oblique\n" ] } ], "source": [ "oblique, _ = _generate_reoriented(anat_file, (1, 1, 1), None, {\"x\": 0.2, \"y\": 0.1, \"z\": 0})\n", "print(\"Dataset is oblique\" if nt.io.afni._is_oblique(oblique.affine) else \"not oblique (?)\")\n", "oblique.to_filename(\"oblique.nii.gz\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's first check the contents of the output file when neither the reference nor the moving images were oblique:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# 3dvolreg matrices (DICOM-to-DICOM, row-by-row):\n", "0.999999\t-0.000999999\t-0.001\t-4\t0.00140494\t0.621609\t0.783327\t-2\t-0.000161717\t-0.783327\t0.62161\t-1\n", "\n" ] } ], "source": [ "nonoblique_M = nt.io.afni.AFNILinearTransform.from_ras(T, moving=las_anatomy, reference=nii)\n", "print(nonoblique_M.to_string())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's replace the reference with the oblique image:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# 3dvolreg matrices (DICOM-to-DICOM, row-by-row):\n", "0.994885\t-0.000781397\t-0.101006\t-13.492\t0.0903701\t0.453595\t0.886614\t12.7541\t0.0451231\t-0.891208\t0.451346\t-13.9663\n", "\n" ] } ], "source": [ "oblique_M = nt.io.afni.AFNILinearTransform.from_ras(T, moving=las_anatomy, reference=oblique)\n", "oblique_M.to_filename(\"M.oblique.afni\")\n", "print(oblique_M.to_string())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is apparent that the transform is not the same as above anymore.\n", "Let's see whether AFNI interprets these new parameters correctly." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "++ 3dAllineate: AFNI version=AFNI_16.0.00 (Jan 1 2016) [64-bit]\n", "++ Authored by: Zhark the Registrator\n", "*+ WARNING: If you are performing spatial transformations on an oblique dset, \n", " such as oblique.nii.gz,\n", " or viewing/combining it with volumes of differing obliquity,\n", " you should consider running: \n", " 3dWarp -deoblique \n", " on this and other oblique datasets in the same session.\n", " See 3dWarp -help for details.\n", "++ Oblique dataset:oblique.nii.gz is 12.794579 degrees from plumb.\n", "++ Source dataset: ./someones_anatomy_LAS.nii.gz\n", "++ Base dataset: ./oblique.nii.gz\n", "++ You might want to use '-master' when using '-1D*_apply'\n", "++ Loading datasets\n", "++ NOTE: base and source coordinate systems have different handedness\n", " + Orientations: base=Right handed (LPI); source=Left handed (RPI)\n", "++ master dataset for output = base\n", "++ OpenMP thread count = 4\n", "++ ========== Applying transformation to 1 sub-bricks ==========\n", "++ ========== sub-brick #0 ========== [total CPU to here=0.1 s]\n", "++ Output dataset ./moved-afni-oblique.nii.gz\n", "++ 3dAllineate: total CPU time = 0.1 sec Elapsed = 0.1\n", "++ ###########################################################\n" ] } ], "source": [ "!3dAllineate -base oblique.nii.gz -input someones_anatomy_LAS.nii.gz -1Dmatrix_apply M.oblique.afni -prefix moved-afni-oblique.nii.gz -final NN\n", "moved_afni = nb.load('moved-afni-oblique.nii.gz')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking closely at the standard output of `3dAllineate` we can spot that the dataset is correctly identified as oblique, and AFNI triggers the special behavior of *deobliquing* it:\n", "```\n", "*+ WARNING: If you are performing spatial transformations on an oblique dset, \n", " such as oblique.nii.gz,\n", " or viewing/combining it with volumes of differing obliquity,\n", " you should consider running: \n", " 3dWarp -deoblique \n", " on this and other oblique datasets in the same session.\n", " See 3dWarp -help for details.\n", "++ Oblique dataset:oblique.nii.gz is 12.794579 degrees from plumb.\n", "```\n", "\n", "Let's now run the corresponding operation with our original `xfm` object.\n", "First, we need to replace the old reference, then execute `apply()`:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "xfm.reference = oblique\n", "moved_oblique = apply(xfm, las_anatomy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The outputs of AFNI and *NiTransforms* should be consistent:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "moved_afni.orthoview()\n", "moved_oblique.orthoview()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**WAT??** O_O the two images do not match. Let's look at the affines of each." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([[ 2.75, -0. , -0. , -86.7 ],\n", " [ -0. , 2.75, -0. , -72.74],\n", " [ 0. , 0. , 2.75, -99.19]]),\n", " array([[ 2.740e+00, 0.000e+00, 2.700e-01, -8.670e+01],\n", " [ 5.000e-02, 2.700e+00, -5.400e-01, -7.274e+01],\n", " [-2.700e-01, 5.500e-01, 2.680e+00, -9.919e+01]]))" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "moved_afni.affine[:3, ...].round(2), moved_oblique.affine[:3, ...].round(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that AFNI has generated a dataset without obliquity.\n", "If both tools are generating the same data at the output with only a difference in the orientation metadata, then both data arrays should be similar -- let's overwrite the metadata and compare visually:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "moved_oblique.__class__(\n", " np.asanyarray(moved_afni.dataobj, dtype=\"uint8\"),\n", " moved_oblique.affine,\n", " moved_oblique.header,\n", ").orthoview()\n", "moved_oblique.orthoview()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 4 }