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cmake_minimum_required(VERSION 3.16.3) | ||
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project(ComputeFFTInOneDimension) | ||
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find_package(ITK REQUIRED) | ||
include(${ITK_USE_FILE}) | ||
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install(FILES Code.py CMakeLists.txt | ||
DESTINATION share/ITKSphinxExamples/Code/Filtering/FFT/ComputeFFTInOneDimension | ||
COMPONENT Code | ||
) | ||
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enable_testing() | ||
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if(ITK_WRAP_PYTHON) | ||
find_package(PythonInterp REQUIRED) | ||
add_test(NAME ComputeFFTInOneDimensionPython | ||
COMMAND ${PYTHON_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/Code.py | ||
${CMAKE_CURRENT_BINARY_DIR}/MouseLiverRF.mha | ||
${CMAKE_CURRENT_BINARY_DIR}/MouseLiver1DFFTModulusOutputPython.mha | ||
${CMAKE_CURRENT_BINARY_DIR}/MouseLiver1DFFTPhaseOutputPython.mha | ||
) | ||
endif() |
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#!/usr/bin/env python | ||
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# Copyright NumFOCUS | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0.txt | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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import itk | ||
import argparse | ||
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parser = argparse.ArgumentParser(description="Compute Inverse FFT Of Image.") | ||
parser.add_argument("input_path", nargs=1, type=str) | ||
parser.add_argument("modulus_output_path", nargs=1, type=str) | ||
parser.add_argument("phase_output_path", nargs=1, type=str) | ||
parser.add_argument("fft_direction", nargs="?", default=0, type=int) | ||
args = parser.parse_args() | ||
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# Read input image | ||
pixel_type = itk.F | ||
image = itk.imread(args.input_path[0], pixel_type=pixel_type) | ||
print(f"Read real input image of type {type(image)} and size {itk.size(image)}") | ||
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assert ( | ||
args.fft_direction < image.GetImageDimension() | ||
), "FFT direction must be an image dimension" | ||
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# Perform FFT in given direction | ||
padded_image = itk.fft_pad_image_filter(image) | ||
print(f"Padded input image to size {itk.size(image)}") | ||
print(f"Performing FFT along axis {args.fft_direction}") | ||
complex_image = itk.forward1_dfft_image_filter(image, direction=args.fft_direction) | ||
print( | ||
f"Generated complex frequency image of type {type(complex_image)} and size {itk.size(complex_image)}" | ||
) | ||
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# Shift image along FFT dimension to represent complex range (-f_B, +f_B] | ||
shift = [0] * complex_image.GetImageDimension() | ||
shift[args.fft_direction] = int(itk.size(complex_image)[args.fft_direction] / 2) | ||
shift = [int(itk.size(complex_image)[args.fft_direction] / 2), 0] | ||
shifted_image = itk.cyclic_shift_image_filter(complex_image, shift=shift) | ||
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# Write out modulus and phase images for visualization in PNG format | ||
modulus_image = itk.complex_to_modulus_image_filter(shifted_image) | ||
itk.imwrite(modulus_image, args.modulus_output_path[0]) | ||
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phase_image = itk.complex_to_phase_image_filter(shifted_image) | ||
itk.imwrite(phase_image, args.phase_output_path[0]) |
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src/Filtering/FFT/ComputeFFTInOneDimension/Documentation.rst
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:name: ComputeFFTInOneDimension | ||
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Compute Forward FFT In One Dimension | ||
==================================== | ||
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.. index:: | ||
single: Forward1DFFTImageFilter | ||
single: ComplexToRealImageFilter | ||
single: ComplexToImaginaryImageFilter | ||
single: ComplexToModulusImageFilter | ||
single: CyclicShiftImageFilter | ||
single: ImageFileReader | ||
single: ImageFileWriter | ||
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Synopsis | ||
-------- | ||
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Compute forward FFT of an image in one dimension. | ||
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Results | ||
------- | ||
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.. figure:: MouseLiverRF.png | ||
:scale: 50% | ||
:alt: Input image | ||
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Input RF Ultrasound Image | ||
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.. figure:: MouseLiverModulusOutput.png | ||
:scale: 50% | ||
:alt: Modulus Image | ||
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Output Modulus Image | ||
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.. figure:: MouseLiverPhaseOutput.png | ||
:scale: 50% | ||
:alt: Phase Image | ||
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Output Phase Image | ||
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Output:: | ||
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Read real input image of type <class 'itk.itkImagePython.itkImageF2'> and size itkSize2 ([1536, 128]) | ||
Padded input image to size itkSize2 ([1536, 128]) | ||
Performing FFT along axis 0 | ||
Generated complex frequency image of type <class 'itk.itkImagePython.itkImageCF2'> and size itkSize2 ([1536, 128]) | ||
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Code | ||
---- | ||
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Python | ||
...... | ||
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.. literalinclude:: Code.py | ||
:language: python | ||
:lines: 1, 16- | ||
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Classes demonstrated | ||
-------------------- | ||
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.. breathelink:: itk::FFTPadImageFilter | ||
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.. breathelink:: itk::Forward1DFFTImageFilter | ||
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.. breathelink:: itk::CyclicShiftImageFilter | ||
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.. breathelink:: itk::ComplexToModulusImageFilter | ||
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.. breathelink:: itk::ComplexToPhaseImageFilter |
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src/Filtering/FFT/ComputeFFTInOneDimension/MouseLiver1DFFTModulusOutputBaseline.mha.sha512
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src/Filtering/FFT/ComputeFFTInOneDimension/MouseLiver1DFFTPhaseOutputBaseline.mha.sha512
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src/Filtering/FFT/ComputeFFTInOneDimension/MouseLiverModulusOutput.png.sha512
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src/Filtering/FFT/ComputeFFTInOneDimension/MouseLiverPhaseOutput.png.sha512
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src/Filtering/FFT/ComputeFFTInOneDimension/MouseLiverRF.mha.sha512
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