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@beckermr
Created July 10, 2019 15:52
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wavelet-based image inpainting in pytorch
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import galsim\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"%matplotlib notebook\n",
"%load_ext autoreload\n",
"%autoreload 2\n",
"\n",
"sns.set()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def make_gauss_image(rng, add_noise=True):\n",
" \"\"\"Make a fake image of exp galaxies.\n",
" \n",
" Parameters\n",
" ----------\n",
" rng : np.random.RandomState\n",
" An RNG instance to use.\n",
" add_noise : bool, optional\n",
" If True, add noise to the image.\n",
" \n",
" Returns\n",
" -------\n",
" im : np.ndarray\n",
" The image.\n",
" \"\"\"\n",
" scale = 0.263 # pixel scale in arcseconds\n",
" dens = 45.0 # number density of objects in # per arcminute\n",
" dim = 128\n",
" \n",
" ng = rng.poisson(dens * (dim * scale / 60)**2)\n",
" \n",
" # draw the FWHM\n",
" fwhm = rng.uniform(size=ng, low=0.5, high=2.0)\n",
" \n",
" # draw shears\n",
" g1 = rng.normal(size=ng) * 0.1\n",
" g2 = rng.normal(size=ng) * 0.1\n",
" \n",
" # clip to a smaller range\n",
" eps = 0.1\n",
" g1 = np.clip(g1, -1+eps, 1-eps)\n",
" g2 = np.clip(g2, -1+eps, 1-eps)\n",
" g = np.sqrt(g1**2 + g2**2)\n",
" msk = g > (1.0 - eps)\n",
" if msk.any():\n",
" g1[msk] *= ((1.0 - eps) / g[msk])\n",
" g2[msk] *= ((1.0 - eps) / g[msk])\n",
" \n",
" # shift them around\n",
" shift_x = (rng.uniform(size=ng) - 0.5) * dim * scale\n",
" shift_y = (rng.uniform(size=ng) - 0.5) * dim * scale\n",
" \n",
" # make the objects\n",
" objs = []\n",
" for _shift_x, _shift_y, _fwhm, _g1, _g2 in zip(shift_x, shift_y, fwhm, g1, g2):\n",
" objs.append(\n",
" galsim.Exponential(\n",
" half_light_radius=_fwhm\n",
" ).shear(\n",
" g1=_g1, g2=_g2\n",
" ).shift(\n",
" dx=_shift_x, dy=_shift_y\n",
" ).withFlux(\n",
" 10**(0.4 * (30 - 18))))\n",
" \n",
" # convolve with psf and draw the image\n",
" im = galsim.Convolve(\n",
" galsim.Sum(objs),\n",
" galsim.Gaussian(fwhm=0.9)\n",
" ).drawImage(\n",
" nx=dim, ny=dim, scale=scale\n",
" ).array\n",
" \n",
" # add noise\n",
" if add_noise:\n",
" nse = rng.normal(size=im.shape) * 180 / np.sqrt(30)\n",
" im += nse\n",
" \n",
" return im, 180 / np.sqrt(30)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"rng = np.random.RandomState(seed=5567)\n",
"im_true, sigma = make_gauss_image(rng)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1305f9a20>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(6, 6))\n",
"plt.imshow(np.arcsinh(im_true / sigma))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"from pytorch_wavelets import DWTForward, DWTInverse\n",
"import pywt"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"from lbfgs import fmin_lbfgs\n",
"\n",
"def _get_counts_shapes(im_dwt):\n",
" counts = [np.prod(im_dwt[0].shape)]\n",
" shapes = [im_dwt[0].shape]\n",
"\n",
" for t in im_dwt[1]:\n",
" counts.append(np.prod(t.shape))\n",
" shapes.append(t.shape) \n",
" return counts, shapes\n",
"\n",
"\n",
"def _ravel_coeffs(im_dwt):\n",
" coeffs = [im_dwt[0].flatten()]\n",
" for t in im_dwt[1]:\n",
" coeffs.append(t.flatten())\n",
" return torch.cat(coeffs, 0)\n",
"\n",
"\n",
"def _unravel_coeffs(coeffs, counts, shapes):\n",
" vals = [] \n",
" loc = 0\n",
" for c, s in zip(counts, shapes):\n",
" vals.append(coeffs[loc:loc+c].reshape(s))\n",
" loc += c\n",
" return vals[0], vals[1:]\n",
" \n",
"\n",
"def solve_wave(im, sample_mask, wavelet='db12', c=20):\n",
" ri_vector, = np.where(sample_mask.ravel())\n",
" b_vector = im.ravel()[ri_vector].copy()\n",
" image_dims = im.shape\n",
"\n",
" max_level = pywt.dwtn_max_level(im.shape, wavelet)\n",
" \n",
" dwt = DWTForward(J=max_level, wave=wavelet, mode='zero')\n",
" idwt = DWTInverse(wave=wavelet, mode='zero')\n",
" imt = torch.from_numpy(\n",
" im.reshape(\n",
" (1, 1, im.shape[0], im.shape[1])))\n",
"\n",
" alpha = dwt(imt)\n",
" counts, shapes = _get_counts_shapes(alpha)\n",
"\n",
" def _fwd(im):\n",
" return _ravel_coeffs(dwt(im))\n",
" \n",
" def _inv(alpha):\n",
" return idwt(_unravel_coeffs(alpha, counts, shapes))\n",
" \n",
" def _evaluate(x, g):\n",
" # return squared norm of residuals and set the gradient\n",
" alpha = torch.from_numpy(x.astype(np.float32))\n",
" alpha.requires_grad = True\n",
" Axb = _inv(alpha).flatten()[ri_vector] - torch.from_numpy(b_vector)\n",
" fx = torch.sum(torch.pow(Axb, 2))\n",
" \n",
" fx.backward()\n",
"\n",
" np.copyto(g, alpha.grad.numpy())\n",
" return fx.detach().numpy()\n",
" \n",
" x0 = _ravel_coeffs(alpha).detach().numpy()\n",
" x = fmin_lbfgs(\n",
" _evaluate, x0, orthantwise_c=c, \n",
" line_search='wolfe', \n",
" epsilon=1e-3)\n",
"\n",
" # transform the output back into the spatial domain\n",
" x = _inv(torch.from_numpy(x.astype(np.float32))).numpy().squeeze()\n",
"\n",
" return x"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"sample_mask = np.ones_like(im_true)\n",
"sample_mask[:, 50:60] = 0\n",
"# sample_mask[200:205, :] = 0\n",
"\n",
"im_test = im_true.copy()\n",
"im_test[~sample_mask.astype(bool)] = 0\n",
"\n",
"im_rt = solve_wave(im_test, sample_mask, wavelet='db12', c=20)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x432 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(nrows=1, ncols=3, figsize=(18, 6))\n",
"axs = axs.ravel()\n",
"axs[0].imshow(np.arcsinh(im_true/sigma))\n",
"axs[0].get_xaxis().set_visible(False)\n",
"axs[0].get_yaxis().set_visible(False)\n",
"\n",
"im_test[~sample_mask.astype(bool)] = np.nan\n",
"axs[1].imshow(np.arcsinh(im_test/sigma))\n",
"axs[1].get_xaxis().set_visible(False)\n",
"axs[1].get_yaxis().set_visible(False)\n",
"\n",
"axs[2].imshow(np.arcsinh((im_true * sample_mask + im_rt * (1.0 - sample_mask))/sigma))\n",
"axs[2].get_xaxis().set_visible(False)\n",
"axs[2].get_yaxis().set_visible(False)\n",
"\n",
"# axs[2].imshow(np.arcsinh(im_rt/sigma))\n",
"# axs[3].imshow(np.arcsinh((im_rt - im_true)/sigma))"
]
},
{
"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": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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