Skip to content
Permalink
master
Switch branches/tags

Name already in use

A tag already exists with the provided branch name. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. Are you sure you want to create this branch?
Go to file
 
 
Cannot retrieve contributors at this time
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Split-Step Demo\n",
"\n",
"Here we use the cvpr_2022_itt package to do some of the basic Fourier optics things we'll be discussing"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already up-to-date: cvpr_2022_itt_pkg in c:\\users\\nchim\\anaconda3\\lib\\site-packages (0.0.30)\n"
]
}
],
"source": [
"!pip install --upgrade cvpr_2022_itt_pkg"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import cvpr_2022_itt_pkg as ez\n",
"import matplotlib.pyplot as plt\n",
"import math\n",
"from scipy.signal import fftconvolve\n",
"import torch\n",
"import torch.nn.functional as F"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Displaying the Zernike polynomials\n",
"\n",
"Nothing too fancy here. Just showing the Zernike polynomials for sake of visualization."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 648x648 with 36 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"N = 256 # window size (pixels)\n",
"nZern = 36 # number of Zernike polynomials to show (should be able to go up as much as you want!)\n",
"\n",
"\n",
"# Generating the polynomials\n",
"zerns = ez.physics.zernikeGen(N, np.ones((nZern)))\n",
"\n",
"\n",
"plt.figure(figsize=(9,9))\n",
"\n",
"# setting up a circular mask\n",
"mask = ez.shape_mask(ez.linspace(-1/2, 1/2, N), r=1/2)\n",
"\n",
"# loop for making the figure\n",
"for i in range(6):\n",
" for j in range(6):\n",
" plt.subplot(6,6,i*6 + j + 1)\n",
" plt.imshow(mask*zerns[:,:,i*6 + j])\n",
" plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Forming a random phase realization with Zernikes\n",
"\n",
"Here we form a turbulent phase realization using the Zernike polynomials. We set `D/r0 = 3` for the sake of visualization, feel free to change it and see how it works. In addition, increase the number within `np.sum(np.arange(10))` to include more rows of the Zernike pyramid. More Zernike polynomials will correspond to greater accuracy!"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"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": [
"N = 256 # window size (pixels)\n",
"nZern = np.sum(np.arange(10)) # number of Zernike polynomials to use\n",
"\n",
"# generating the zernike polynomials\n",
"zerns = ez.physics.zernikeGen(N, np.ones((nZern)))\n",
"\n",
"# Generating the zernike vector. \n",
"D_r0 = 3 # Note: higher D_r0 probably justifies more basis coefficients/Zernike polynomials\n",
"vec = ez.physics.genZernikeCoeff(nZern, D_r0, num_vecs=1)\n",
"mask = ez.shape_mask(ez.linspace(-1/2, 1/2, N), r=1/2)\n",
"\n",
"# einsum for weighting the coefficients by their associated polynomials\n",
"phases = np.einsum('ij,kli->klj', vec, zerns)\n",
"plt.imshow(phases[:,:,0]*mask)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Comparing to the structure function\n",
"\n",
"In the `part2_split_step_demo.py` file, we showed the comparison to the structure function. In this file, we show the comparison to the structure function using the Zernike representation. We can see a pretty convincing match in this case!"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"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": [
"N = 256 # window size (pixels)\n",
"nZern = np.sum(np.arange(15)) # number of Zernike polynomials\n",
"D = 0.5 # size of aperture (meters)\n",
"D_r0 = 3 # D/r0\n",
"r0 = D / D_r0 # computing the Fried parameter from D/r0\n",
"\n",
"# Generating the Zernike polynomials\n",
"zerns = ez.physics.zernikeGen(N, np.ones((nZern)))\n",
"\n",
"# forming multiple zernike vectors\n",
"vec = ez.physics.genZernikeCoeff(nZern, D_r0, num_vecs=1000)\n",
"\n",
"# einsum for phase formation\n",
"phases = np.einsum('ij,kli->klj', vec, zerns)\n",
"\n",
"# computing the empirical structure function\n",
"struc_fun_emp = np.mean((phases[128, 128] - phases[128, 128:, :]) ** 2, axis=-1)\n",
"x = np.arange(128) * D / N\n",
"\n",
"# plotting this structure function vs. theoretical\n",
"plt.plot(x, struc_fun_emp, label='Empirical structure function')\n",
"plt.plot(x, 6.88 * (x / r0) ** (5.0 / 3.0), label='Theoretical structure function')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Cheap simulation of spatially varying Zernike (high order)\n",
"\n",
"Here we show how the norm of the higher order Zernike polynomials changes with position. A larger number will correspond to a worse phase realization, which in turn will create a worse PSF. "
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"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": [
"N = 256 # window size (pixels)\n",
"nZern = np.sum(np.arange(15)) # number of Zernike polynomials\n",
"D = 0.5 # size of aperture (meters)\n",
"D_r0 = 3 # D/r0\n",
"\n",
"# forming multiple zernike vectors\n",
"vec = ez.physics.genZernikeCoeff(nZern, D_r0, num_vecs=16**2)\n",
"\n",
"# visualizing how the turbulence strength varies with position\n",
"vec_mag = np.reshape(np.linalg.norm(vec[3:, :], axis=0), (16, 16))\n",
"plt.imshow(vec_mag)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"def warp_img(img, cov, T=1):\n",
" yy, xx = torch.meshgrid(torch.arange(0, img.shape[0]), torch.arange(0, img.shape[1]), indexing='ij')\n",
" grid = torch.stack((xx, yy), -1).unsqueeze(0)\n",
" \n",
" a, a, warpx = ez.prob.gen_rand_2dfield_cov(cov, T=T)\n",
" a, a, warpy = ez.prob.gen_rand_2dfield_cov(cov, T=T)\n",
" \n",
" plt.imshow(np.real(warpx[:,:,0]))\n",
" plt.title('x-direction pixel shifts')\n",
" plt.show()\n",
" plt.imshow(np.real(warpy[:,:,0]))\n",
" plt.title('y-direction pixel shifts')\n",
" plt.show()\n",
" \n",
" img_torch = torch.from_numpy(img).unsqueeze(0).unsqueeze(0)\n",
" \n",
" warp = torch.zeros((1, img.shape[0], img.shape[1], 2))\n",
" warp[:, :, :, 0] = torch.from_numpy(np.real(warpx)).permute(2,0,1)\n",
" warp[:, :, :, 1] = torch.from_numpy(np.real(warpy)).permute(2,0,1)\n",
" \n",
" #flow = 2.0 * (grid + warp - torch.mean(warp, dim=(1,2)).unsqueeze(1).unsqueeze(1))\n",
" flow = 2.0 * (grid + warp)\n",
" flow[:,:,:,0] = flow[:,:,:,0] / (img.shape[0] - 1) - 1.0\n",
" flow[:,:,:,1] = flow[:,:,:,1] / (img.shape[1] - 1) - 1.0\n",
" out = F.grid_sample(img_torch, flow.float(), 'bilinear', padding_mode='border', align_corners=False)\n",
" \n",
" return out.numpy()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Simple simulation for multi-aperture.\n",
"\n",
"Here we do a simple version of the multi-aperture simulation. For the sake of simplicity and avoiding you having to download something, we use a simple correlation kernel for the tilt (aka pixel shifts). We first read in the image (use any image you like, though one is provided for simplicity). A tilt array will be applied to the input image first, making the image sharp, but warped. After this, independent patches of blur will be applied to the image. This will then form the final output image.\n",
"\n",
"\n",
"**Note:** This is not fully represenetative of the multi-aperture simulation. For the most current (public) version, please see https://github.itap.purdue.edu/StanleyChanGroup/TurbulenceSim_P2S."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x648 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"N = 256 # zernike window (pixels)\n",
"nZern = np.sum(np.arange(15)) # number of zernike coefficients\n",
"D = 0.5 # aperture diameter (meters)\n",
"Dr0 = 6 # turbulence ratio\n",
"img = plt.imread('image1.png') # input image\n",
"img = img[:,:,0] # grayscale (really, just one channel, but I am lazy :P)\n",
"\n",
"patch_size = 16 # patch size for the convolutions\n",
"img = np.pad(img, ((100, 100), (100, 100)))\n",
"\n",
"# forming the correlation kernel for the tilts\n",
"xx, yy = ez.meshgrid(ez.linspace([-img.shape[0]/2, img.shape[1]/2], [img.shape[0]/2, img.shape[1]/2], [img.shape[0], img.shape[1]]))\n",
"gauss = 10*np.exp(-(xx ** 2 + yy ** 2) / ((N/4)**2))\n",
"\n",
"plt.imshow(gauss)\n",
"plt.title('Correlation kernel for tilts')\n",
"plt.show()\n",
"\n",
"\n",
"img = warp_img(img, gauss)\n",
"img = img[0,0,:,:]\n",
"\n",
"\n",
"out_img = np.zeros(img.shape)\n",
"norm_img = np.zeros(img.shape)\n",
"ones_img = np.ones(img.shape)\n",
"patchN = img.shape[0] // patch_size\n",
"vec = ez.physics.genZernikeCoeff(nZern, Dr0, num_vecs=patchN**2)\n",
"\n",
"\n",
"zerns = ez.physics.zernikeGen(N, np.ones((nZern)))\n",
"phases = np.einsum('ij,kli->klj', vec, zerns)\n",
"\n",
"# forming the PSFs and applying them to the image within this loop\n",
"xx, yy, psfs = ez.physics.phase2psf(phases, D, D, D, wvl=550e-9, L=2000)\n",
"for i in range(patchN):\n",
" for j in range(patchN):\n",
" out_img[patch_size*i:5+patch_size*(i+1), patch_size*j:5+patch_size*(j+1)] += \\\n",
" fftconvolve(img[patch_size*i:5+patch_size*(i+1), patch_size*j:5+patch_size*(j+1)],\n",
" psfs[:,:,i*6 + j] / np.sum(psfs[:,:, i*6 + j]), mode='same')\n",
" norm_img[patch_size * i:5+patch_size * (i + 1), patch_size * j:5+patch_size * (j + 1)] += \\\n",
" fftconvolve(ones_img[patch_size * i:5+patch_size * (i + 1), patch_size * j:5+patch_size * (j + 1)],\n",
" psfs[:, :, i * 6 + j] / np.sum(psfs[:, :, i * 6 + j]), mode='same')\n",
"\n",
"out = out_img / (norm_img + 1e-10)\n",
"plt.figure(figsize=(15,9))\n",
"plt.subplot(121)\n",
"plt.imshow(img, cmap='gray')\n",
"plt.subplot(122)\n",
"plt.imshow(out, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"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": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}