{ "cells": [ { "cell_type": "code", "execution_count": 198, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 198, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import importlib\n", "import phantom\n", "import matplotlib.pyplot\n", "import Glinear\n", "import setMask\n", "import numpy\n", "import scipy.ndimage\n", "import FBP\n", "import MLEM\n", "importlib.reload(phantom)\n", "importlib.reload(MLEM)\n" ] }, { "cell_type": "code", "execution_count": 377, "metadata": {}, "outputs": [], "source": [ "nx=100\n", "ny=100\n", "na=90\n", "nb=100\n", "mask=setMask.set_mask(nx,ny,1)\n", "G=Glinear.sys_matrix(nx,ny,nb,na,mask)\n", "\n", "#phantom\n", "fphantom=phantom.generatePhantom(\"phantom_0_rw_0p6.out\",100,100,3000,30)\n", "fpoint=numpy.zeros([nx,ny])\n", "npts=9\n", "fpoint[50,70]=0.25*npts;\n", "fpoint[50,71]=0.25*npts;\n", "fpoint[51,70]=0.25*npts;\n", "fpoint[51,71]=0.25*npts;\n", "\n", "fbkg=phantom.generatePhantom(\"bkg.out\",100,100,2000,30)\n", "\n", "fimage=fbkg+fphantom\n", "sino=G.dot(fimage.ravel()).reshape(na,nb)\n", "\n", "#measurement error\n", "sino1=scipy.ndimage.gaussian_filter(numpy.transpose(sino),[2,0.1])\n", "\n", "#filtered backprojection\n", "im1=FBP.FBP(G,sino,nx,na)\n", "im2=FBP.FBP(G,numpy.transpose(sino1),nx,na)\n", "\n", "\n", "#rekonstruirana slika z MLEM\n", "G1=numpy.transpose(G)\n", "\n", "im4=FBP.BP(G,numpy.transpose(sino1),nx)\n", "imold=mask\n", "niter=0\n", "\n" ] }, { "cell_type": "code", "execution_count": 378, "metadata": {}, "outputs": [], "source": [ "#ponavljaj dokler nisi zadovoljen\n", "for i in numpy.arange(100):\n", " im3=MLEM.MLEM(G, G1, numpy.transpose(sino1), imold, nx, na, nb)\n", " imold=im3\n", " niter+=1" ] }, { "cell_type": "code", "execution_count": 379, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'MLEM: 100')" ] }, "execution_count": 379, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "figure, axis = matplotlib.pyplot.subplots(1, 5,figsize=(15,15))\n", "axis[0].imshow(fimage,interpolation='none')\n", "axis[0].set_title(\"Original Image\")\n", "axis[1].imshow(sino1,interpolation='none')\n", "axis[1].set_title(\"Sinogram with error\")\n", "axis[2].imshow(im4,interpolation='none')\n", "axis[2].set_title(\"BP\")\n", "axis[3].imshow(numpy.real(im2),interpolation='none')\n", "axis[3].set_title(\"Filtered BP\")\n", "axis[4].imshow(im3,interpolation='none')\n", "axis[4].set_title(\"MLEM: {}\".format(niter))\n" ] }, { "cell_type": "code", "execution_count": 182, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 182, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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