{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## OpenPIV tutorial of various correlation types\n", "\n", "In this notebook we compare the time to run the same analysis using Cython (precompiled) version\n", "with the Python process using FFT and/or direct cross-correlation method" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from openpiv import tools, scaling, pyprocess, validation, filters\n", "import numpy as np\n", "import pylab\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "frame_a = tools.imread( '../test1/exp1_001_a.bmp' )\n", "frame_b = tools.imread( '../test1/exp1_001_b.bmp' )\n", "\n", "pylab.imshow(np.c_[frame_a,np.ones((frame_a.shape[0],20)),frame_b],\n", " cmap=pylab.cm.gray)\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Typical set of parameters \n", "\n", "window_size = 32 # pixels, IW size in frame A\n", "overlap = 16 # 50% overlap\n", "search_area_size = 32 # pixels, IW in frame B, helps for large displacements\n", "dt = 0.02 # second, 50 Hz, just an example\n", "scaling_factor = 96.52 # micron/pixel" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 140 ms, sys: 16 ms, total: 155 ms\n", "Wall time: 156 ms\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/user/.edm/envs/echopiv/lib/python3.8/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n", " return _methods._mean(a, axis=axis, dtype=dtype,\n", "/home/user/.edm/envs/echopiv/lib/python3.8/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n", " ret = ret.dtype.type(ret / rcount)\n" ] } ], "source": [ "%%time\n", "\n", "# default correlation is FFT circular type (faster, less robust)\n", "# default type of correlation is not normalized, faster\n", "# we do not know the values of signal to noise ratio a priori\n", "# therefore we decide that we remove lowest 5%\n", "# the signal to noise ratio is defined here as 1st to 2nd peak ratio\n", "# All the parameters need to be checked. \n", "\n", "# get the values of displacements in pixel/sec units\n", "u, v, sig2noise = pyprocess.extended_search_area_piv( \n", " frame_a, frame_b, \n", " window_size=window_size, \n", " overlap=overlap, \n", " dt=dt, \n", " search_area_size=search_area_size, \n", " sig2noise_method='peak2peak' )\n", "\n", "\n", "# prepare centers of the IWs to know where locate the vectors\n", "x, y = pyprocess.get_coordinates(frame_a.shape, \n", " search_area_size=search_area_size, \n", " overlap=overlap)\n", "\n", "mask = validation.sig2noise_val( sig2noise, \n", " threshold = np.percentile(sig2noise,5))\n", "\n", "# removing and filling in the outlier vectors\n", "u, v = filters.replace_outliers( u, v, mask,\n", " method='localmean', \n", " max_iter=10, \n", " kernel_size=2)\n", "\n", "# rescale the results to millimeters and mm/sec\n", "x, y, u, v = scaling.uniform(x, y, u, v, \n", " scaling_factor=scaling_factor )\n", "\n", "# save the data\n", "x, y, u, v = tools.transform_coordinates(x, y, u, v)\n", "tools.save('circular_default.txt', x, y, u, v, mask)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 139 ms, sys: 0 ns, total: 139 ms\n", "Wall time: 137 ms\n" ] } ], "source": [ "%%time\n", "\n", "# use normalized_correlation\n", "# both image intensity is normalized before correlation\n", "# and the correlation map has peaks between 0..1\n", "\n", "# get the values of displacements in pixel/sec units\n", "u, v, sig2noise = pyprocess.extended_search_area_piv( \n", " frame_a, frame_b, \n", " window_size=window_size, \n", " overlap=overlap, \n", " dt=dt, \n", " search_area_size=search_area_size, \n", " sig2noise_method='peak2peak',\n", " normalized_correlation = True)\n", "\n", "\n", "# prepare centers of the IWs to know where locate the vectors\n", "x, y = pyprocess.get_coordinates(frame_a.shape, \n", " search_area_size=search_area_size, \n", " overlap=overlap)\n", "\n", "mask = validation.sig2noise_val( sig2noise, \n", " threshold = np.percentile(sig2noise,5))\n", "\n", "# removing and filling in the outlier vectors\n", "u, v = filters.replace_outliers( u, v, mask,\n", " method='localmean', \n", " max_iter=10, \n", " kernel_size=2)\n", "\n", "# rescale the results to millimeters and mm/sec\n", "x, y, u, v = scaling.uniform(x, y, u, v, \n", " scaling_factor=scaling_factor )\n", "\n", "# save the data\n", "x, y, u, v = tools.transform_coordinates(x, y, u, v)\n", "tools.save('circular_normalized.txt', x, y, u, v, mask)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 206 ms, sys: 44.1 ms, total: 250 ms\n", "Wall time: 249 ms\n" ] } ], "source": [ "%%time\n", "\n", "# change to another type of correlation 'linear' - uses\n", "# zero padding prior to the correlation\n", "# it requires uniform background and therefore \n", "# we need to normalize intensity of the images\n", "\n", "u, v, sig2noise = pyprocess.extended_search_area_piv( \n", " pyprocess.normalize_intensity(frame_a), \n", " pyprocess.normalize_intensity(frame_b), \n", " window_size=window_size, \n", " overlap=overlap, \n", " dt=dt, \n", " search_area_size=search_area_size, \n", " sig2noise_method='peak2peak',\n", " correlation_method = 'linear') \n", "\n", "\n", "# prepare centers of the IWs to know where locate the vectors\n", "x, y = pyprocess.get_coordinates(frame_a.shape, \n", " search_area_size=search_area_size, \n", " overlap=overlap)\n", "\n", "mask = validation.sig2noise_val( sig2noise, \n", " threshold = np.percentile(sig2noise,5))\n", "\n", "# removing and filling in the outlier vectors\n", "u, v = filters.replace_outliers( u, v, mask,\n", " method='localmean', \n", " max_iter=10, \n", " kernel_size=2)\n", "\n", "# rescale the results to millimeters and mm/sec\n", "x, y, u, v = scaling.uniform(x, y, u, v, \n", " scaling_factor=scaling_factor )\n", "\n", "# save the data\n", "x, y, u, v = tools.transform_coordinates(x, y, u, v)\n", "tools.save('linear_intensity.txt', x, y, u, v, mask )" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 216 ms, sys: 34.8 ms, total: 251 ms\n", "Wall time: 249 ms\n" ] } ], "source": [ "%%time\n", "\n", "# add normalized correlation to linear\n", "\n", "u, v, sig2noise = pyprocess.extended_search_area_piv( \n", " pyprocess.normalize_intensity(frame_a), \n", " pyprocess.normalize_intensity(frame_b), \n", " window_size=window_size, \n", " overlap=overlap, \n", " dt=dt, \n", " search_area_size=search_area_size, \n", " sig2noise_method='peak2peak',\n", " correlation_method='linear',\n", " normalized_correlation=True) \n", "\n", "\n", "# prepare centers of the IWs to know where locate the vectors\n", "x, y = pyprocess.get_coordinates(frame_a.shape, \n", " search_area_size=search_area_size, \n", " overlap=overlap)\n", "\n", "mask = validation.sig2noise_val( sig2noise, \n", " threshold = np.percentile(sig2noise,5))\n", "\n", "# removing and filling in the outlier vectors\n", "u, v = filters.replace_outliers( u, v, mask,\n", " method='localmean', \n", " max_iter=10, \n", " kernel_size=2)\n", "\n", "# rescale the results to millimeters and mm/sec\n", "x, y, u, v = scaling.uniform(x, y, u, v, \n", " scaling_factor=scaling_factor )\n", "\n", "# save the data\n", "x, y, u, v = tools.transform_coordinates(x, y, u, v)\n", "tools.save('linear_normalized.txt', x, y, u, v, None, mask )" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 201 ms, sys: 51 ms, total: 252 ms\n", "Wall time: 250 ms\n" ] } ], "source": [ "%%time\n", "\n", "\n", "# change to the extended search_type when window size in B is \n", "# larger to capture large displacements\n", "\n", "search_area_size = 40\n", "\n", "u, v, sig2noise = pyprocess.extended_search_area_piv( \n", " frame_a, \n", " frame_b, \n", " window_size=window_size, \n", " overlap=overlap, \n", " dt=dt, \n", " search_area_size=search_area_size, \n", " sig2noise_method='peak2peak',\n", " correlation_method='linear',\n", " normalized_correlation=True) \n", "\n", "\n", "# prepare centers of the IWs to know where locate the vectors\n", "x, y = pyprocess.get_coordinates(frame_a.shape, \n", " search_area_size=search_area_size, \n", " overlap=overlap)\n", "\n", "mask = validation.sig2noise_val( sig2noise, \n", " threshold = np.percentile(sig2noise,5))\n", "\n", "# removing and filling in the outlier vectors\n", "u, v = filters.replace_outliers( u, v, mask,\n", " method='localmean', \n", " max_iter=10, \n", " kernel_size=2)\n", "\n", "# rescale the results to millimeters and mm/sec\n", "x, y, u, v = scaling.uniform(x, y, u, v, \n", " scaling_factor=scaling_factor )\n", "\n", "# save the data\n", "x, y, u, v = tools.transform_coordinates(x, y, u, v)\n", "tools.save('linear_normalized_extended.txt' , x, y, u, v, mask )" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 64.7 ms, sys: 56 µs, total: 64.7 ms\n", "Wall time: 63.5 ms\n" ] } ], "source": [ "%%time\n", "\n", "# default correlation is FFT circular type (faster, less robust)\n", "# default type of correlation is not normalized, faster\n", "# we do not know the values of signal to noise ratio a priori\n", "# therefore we decide that we remove lowest 5%\n", "# the signal to noise ratio is defined here as 1st to 2nd peak ratio\n", "# All the parameters need to be checked. \n", "\n", "# get the values of displacements in pixel/sec units\n", "u, v, sig2noise = pyprocess.extended_search_area_piv( \n", " frame_a, frame_b, \n", " window_size=window_size, \n", " overlap=overlap, \n", " dt=dt, \n", " search_area_size=search_area_size, \n", " sig2noise_method='peak2peak' )\n", "\n", "\n", "# prepare centers of the IWs to know where locate the vectors\n", "x, y = pyprocess.get_coordinates(frame_a.shape, \n", " search_area_size=search_area_size, \n", " overlap=overlap)\n", "\n", "mask = validation.sig2noise_val( sig2noise, \n", " threshold = np.percentile(sig2noise,5))\n", "\n", "# removing and filling in the outlier vectors\n", "u, v = filters.replace_outliers( u, v, mask,\n", " method='localmean', \n", " max_iter=10, \n", " kernel_size=2)\n", "\n", "# rescale the results to millimeters and mm/sec\n", "x, y, u, v = scaling.uniform(x, y, u, v, \n", " scaling_factor=scaling_factor )\n", "\n", "# save the data\n", "x, y, u, v = tools.transform_coordinates(x, y, u, v)\n", "tools.save('circular_extended.txt' , x, y, u, v, mask )" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tools.display_vector_field('linear_normalized_extended.txt', scale=30)\n", "tools.display_vector_field('linear_normalized.txt', scale=30)\n", "tools.display_vector_field('linear_intensity.txt', scale=30)\n", "tools.display_vector_field('circular_default.txt', scale=30);\n", "tools.display_vector_field('circular_normalized.txt', scale=30);\n", "tools.display_vector_field('circular_extended.txt', scale=30);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "jupytext": { "formats": "ipynb,py:percent" }, "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": "3.8.12" }, "vscode": { "interpreter": { "hash": "f83b0c3a4910470a1212112b1707d582432916ed4ba8aec962241a050aa18fae" } } }, "nbformat": 4, "nbformat_minor": 4 }