{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ECE 417 Lecture 12: Image Upsampling and Downsampling\n", "## Mark Hasegawa-Johnson, September 30, 2019\n", "This file is distributed under a CC-BY license. You may freely re-use or re-distribute the whole or any part. If you re-distribute a non-trivial portion of it, give me credit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Outline of Today's lecture\n", "* Downsampling\n", "* Decimation\n", "* Upsampling \n", "* Piece-wise constant interpolation\n", "* Piece-wise linear interpolation\n", "* Piece-wise spline interpolation\n", "* Sinc interpolation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Preliminaries\n", "First let's load some libraries, and some data." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Image of a cat with resolution (240, 424, 3)')" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import scipy.fftpack as fft # FFT computations\n", "import imageio # for image i/o\n", "import numpy as np # general numeric operations and matrices\n", "import io # for io.BytesIO, turns the data stream into a file-like object\n", "import matplotlib.pyplot as plt # allows us to plot things\n", "import urllib.request as request # downloads a file from the web\n", "import math # for things like pi\n", "%matplotlib inline\n", "image_url = 'http://courses.engr.illinois.edu/ece417/fa2018/cat400.png'\n", "cat400=imageio.imread(io.BytesIO(request.urlopen(image_url).read()))\n", "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n", "plt.imshow(cat400)\n", "plt.title('Image of a cat with resolution {}'.format(cat400.shape),fontsize=18)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Downsampling\n", "\n", "Downsampling just means we remove $D-1$ out of every $D$ samples, thus\n", "$$y[m,n,k]=x[mD,nD,k]$$\n", "\n", "I think you've seen this analyzed in ECE 310 for the case of one-D signals, where we have\n", "$$y[n] = x[mD]$$\n", "\n", "This is easiest to analyze in two steps. First, multiply $x[n]$ by \n", "$$p[n]=\\sum_{m=-\\infty}^\\infty \\delta[n-mD]$$\n", "which has a transform of \n", "$$P(\\omega)=\\frac{2\\pi}{D}\\sum_{k=0}^{D-1} \\delta\\left(\\omega-\\frac{2\\pi k}{D}\\right)$$\n", "Multiplying in the time domain is convolving in the frequency domain:\n", "$$v[n]=x[n]p[n] \\leftrightarrow V(\\omega)=\\frac{1}{2\\pi} X(\\omega)\\ast P(\\omega) = \\frac{1}{D}\\sum_{d=0}^{D-1}X\\left(\\omega-\\frac{2\\pi k}{D}\\right)$$\n", "Which has aliasing!!\n", "\n", "Then we downsample, to get\n", "$$y[n] = v[nD]$$\n", "$$Y(\\omega)=\\sum_n y[n]e^{-j\\omega n}=\\sum_m v[m=nD]e^{-j\\omega m/D}=V\\left(\\frac{\\omega}{D}\\right)$$\n", "$$Y(\\omega) = \\left(\\frac{1}{D}\\right)\\sum_{d=0}^{D-1} X\\left(\\frac{\\omega-2\\pi d}{D}\\right)$$" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Cat Decimated to 60x106x3')" ] }, "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": [ "(M,N,K)=cat400.shape\n", "cat100=np.zeros((M,N,K),dtype=cat400.dtype)\n", "for m in range(0,int(M/4)):\n", " for n in range(0,int(N/4)):\n", " for k in range(0,K):\n", " cat100[m,n,k]=cat400[4*m,4*n,k]\n", "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n", "plt.imshow(cat100)\n", "plt.title('Cat Decimated to 60x106x3',fontsize=18)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Row 160 of fullsize image, row 40 of decimated image, Blue plane')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "t4=np.linspace(0,N-1,N,dtype='int16')\n", "f1=plt.figure(figsize=(14,4))\n", "plt.plot(t4,cat400[160,:,2],t4,cat100[40,:,2])\n", "plt.title('Row 160 of fullsize image, row 40 of decimated image, Blue plane')\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "spec400=fft.fft(cat400[160,:,2])\n", "aliased = np.zeros(spec400.shape)\n", "for m in range(0,4):\n", " aliased = aliased + np.roll(spec400,m*106)\n", "aliased = aliased / 4\n", "spec100 = np.ones(spec400.shape,dtype=complex)\n", "spec100[0:106]=fft.fftn(cat100[40,0:106,2])\n", "\n", "plt.figure(1,figsize=(14,10))\n", "plt.subplot(311)\n", "plt.plot(20*np.log10(abs(spec400)))\n", "plt.title('Spectra of row 160: Original, Aliased in Frequency, Downsampled in Space',fontsize=18)\n", "plt.subplot(312)\n", "plt.plot(20*np.log10(abs(aliased)))\n", "plt.subplot(313)\n", "plt.plot(20*np.log10(abs(spec100)))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Decimation\n", "We can avoid aliasing by lowpass filtering the signal prior to downsampling.\n", "\n", "An ideal lowpass filter with cutoff frequency $\\omega_c$ is given by\n", "$$h[n]=\\frac{\\omega_c}{\\pi}\\mbox{sinc}(\\omega_c n)=\\frac{\\sin(\\omega_c n)}{\\pi n}$$\n", "When we create a lowpass filter by hand, we have to be careful with the $n=0$ sample:\n", "$$h[0]=\\frac{\\omega_c}{\\pi}$$\n", "In order to avoid aliasing, we need\n", "$$\\omega_c=\\frac{\\pi}{D}$$\n", "We can approximate an ideal lowpass filter by creating a reasonably long, rectangular-windowed FIR filter\n", "(Hamming window would be better). Then we can lowpass filter by convolving each row and each column:\n", " $$x_{lpf}[n]=h[n]\\ast x[n]$$\n", " $$y_{lpf}[n] = x_{lpf}[nD]$$" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "n_axis = np.linspace(-63.5,63.5,128,dtype='int16')\n", "lpf_rect = np.zeros(128)\n", "lpf = np.zeros(128)\n", "zero_sample = 63.5\n", "hamwin = np.zeros(128)\n", "for n in range(0,64):\n", " lpf_rect[int(zero_sample+n+0.5)]=np.sin(0.25*np.pi*(n+0.5))/(np.pi*(n+0.5))\n", " lpf_rect[int(zero_sample-n-0.5)]=lpf_rect[int(zero_sample+n+0.5)]\n", " hamwin[int(zero_sample+n+0.5)]=0.54+0.46*math.cos(math.pi*(n+0.5)/64)\n", " hamwin[int(zero_sample-n-0.5)]=hamwin[int(zero_sample+n+0.5)]\n", " lpf[int(zero_sample+n+0.5)]=lpf_rect[int(zero_sample+n+0.5)]*hamwin[int(zero_sample+n+0.5)]\n", " lpf[int(zero_sample-n-0.5)]=lpf_rect[int(zero_sample-n-0.5)]*hamwin[int(zero_sample-n-0.5)]\n", "plt.figure(1,figsize=(14,4))\n", "plt.subplot(211)\n", "plt.plot(n_axis,lpf_rect)\n", "plt.title('pi/4 Lowpass Filter: Rect-Windowed, Hamming-Windowed',fontsize=18)\n", "plt.subplot(212)\n", "plt.plot(n_axis,lpf)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Separable Filter\n", "\n", "The np.convolve2d function implements convolution in two dimensions, but it's very slow to convolve in 2D (complexity is O($M^2N^2$)). \n", "\n", "A much faster method is to first convolve each column (complexity: O($N^2$)), then convolve each row (complexity: O($M^2$)), total complexity is only O($M^2+N^2$). This is called \"separable filtering\".\n", "\n", "Here, we use mode='nearest' in order to repeat the outermost edge outward as padding for the convolution." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Cat that has been convolved with an LPF')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import scipy.ndimage.filters as filters\n", "cat_half_filtered_double = np.zeros(cat400.shape)\n", "cat_filtered_double = np.zeros(cat400.shape)\n", "for k in range(0,K):\n", " for m in range(0,M):\n", " cat_half_filtered_double[m,:,k]=filters.convolve1d(cat400[m,:,k],lpf,mode='nearest')\n", " for n in range(0,N):\n", " cat_filtered_double[:,n,k]=filters.convolve1d(cat_half_filtered_double[:,n,k],lpf,mode='nearest')\n", "cat_filtered = np.ndarray.astype(np.maximum(0,np.minimum(255,cat_filtered_double)),dtype='uint8')\n", "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n", "plt.imshow(cat_filtered)\n", "plt.title('Cat that has been convolved with an LPF',fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Decimation = Filtering followed by downsampling\n", "Now let's dowsample the filtered image. This should give a spectrum with much less downsample-aliasing." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Decimated cat: lowpass filtered, then downsampled')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "catf100_double = np.zeros(cat100.shape,dtype=cat400.dtype)\n", "for m in range(0,int(M/4)):\n", " for n in range(0,int(N/4)):\n", " for k in range(0,K):\n", " catf100_double[m,n,k] = cat_filtered_double[4*m,4*n,k]\n", "catf100 = np.ndarray.astype(np.maximum(0,np.minimum(255,catf100_double)),dtype='uint8')\n", "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n", "plt.imshow(catf100)\n", "plt.title('Decimated cat: lowpass filtered, then downsampled',fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Upsampling\n", "\n", "Upsampling is the process of creating a larger image, from a smaller image, by just inserting zeros:\n", "$$z[m,n,k] = \\left\\{\\begin{array}{ll}\n", "y[m/D,n/D,k] & m/D,~n/D~\\mbox{are integers}\\\\\n", "0 & \\mbox{otherwise}\n", "\\end{array}\\right.$$\n", "\n", "Again, the problem is aliasing:\n", "$$Z(\\omega) = Y(D\\omega)$$\n", "\n", "This time, though, the aliasing is much more visible in the image. In fact, the image is mostly black dots, with a few spots of color (one per $D\\times D$ square).\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Cat that has been upsampled without interpolation')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cat_upsampled_double = np.zeros(cat400.shape,dtype=cat400.dtype)\n", "for m in range(0,60):\n", " for n in range(0,106):\n", " for k in range(0,K):\n", " cat_upsampled_double[4*m,4*n,k]=cat100[m,n,k]\n", "cat_upsampled = np.ndarray.astype(np.maximum(0,np.minimum(255,cat_upsampled_double)),dtype='uint8')\n", "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n", "plt.imshow(cat_upsampled)\n", "plt.title('Cat that has been upsampled without interpolation')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Piece-wise constant interpolation\n", "\n", "The solution is obvious: rather than just filling zeros between the upsampled samples, we need to fill in some meaningful value.\n", "The first solution to consider is piece-wise constant interpolation, sometimes called zero-order hold (ZOH).\n", "\n", "$$z[m,n,k]=y[\\mbox{int}(m/D),\\mbox{int}(n/D),k]$$\n", "\n", "This results in some aliasing, but not as bad as the upsampled cat." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Cat interpolated using PWC interpolation')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cat_pwc_double = np.zeros(cat400.shape,dtype=cat400.dtype)\n", "for m in range(0,240):\n", " for n in range(0,424):\n", " for k in range(0,K):\n", " cat_pwc_double[m,n,k]=cat100[int(m/4),int(n/4),k]\n", "cat_pwc = np.ndarray.astype(np.maximum(0,np.minimum(255,cat_pwc_double)),dtype='uint8')\n", "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n", "plt.imshow(cat_pwc)\n", "plt.title('Cat interpolated using PWC interpolation')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Piece-wise linear (bilinear) interpolation\n", "\n", "If piece-wise constant (PWC) interpolation is much better than upsampling, then piece-wise linear (PWL) interpolation should be much better.\n", "\n", "PWL interpolation in two dimensions is called ``bilinear'' interpolation. In this case the word ``bilinear'' just means linear\n", "in two different directions. \n", "\n", "A sample $z[m,n]$ in the output is closest to four different samples of the input: $$y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right),\\mbox{int}\\left(\\frac{n}{D}\\right)\\right],$$\n", "$$y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right)+1,\\mbox{int}\\left(\\frac{n}{D}\\right)\\right],$$ $$y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right),\\mbox{int}\\left(\\frac{n}{D}\\right)+1\\right],$$ and $$y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right)+1,\\mbox{int}\\left(\\frac{n}{D}\\right)+1\\right].$$ The first thing to do is to calculate the fractional contribution of each of these four samples to the \n", "output:\n", "$$e = \\frac{m}{D} - \\mbox{int}\\left(\\frac{m}{D}\\right)$$\n", "$$f = \\frac{n}{D} - \\mbox{int}\\left(\\frac{n}{D}\\right)$$\n", "\n", "Then we can create the output sample as\n", "\n", "$$z[m,n,k] = \\left(1-e\\right)\\left(1-f\\right)\\times y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right),\\mbox{int}\\left(\\frac{n}{D}\\right),k\\right]$$\n", "$$+ e\\left(1-f\\right)\\times y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right)+1,\\mbox{int}\\left(\\frac{n}{D}\\right),k\\right]$$\n", "$$+ \\left(1-e\\right)f \\times y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right),\\mbox{int}\\left(\\frac{n}{D}\\right)+1,k\\right]$$\n", "$$+ ef\\times y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right)+1,\\mbox{int}\\left(\\frac{n}{D}\\right)+1,k\\right]$$\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Cat upsampled using piece-wise linear interpolation')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cat_pwl_double = np.zeros(cat400.shape,dtype='double')\n", "for m in range(0,240):\n", " for n in range(0,424):\n", " for k in range(0,K):\n", " m1 = int(m/4)\n", " n1 = int(n/4)\n", " m2 = min(int(M/4-1),m1+1)\n", " n2 = min(int(N/4-1),n1+1)\n", " e = 0.25*m - m1\n", " f = 0.25*n - n1\n", " cat_pwl_double[m,n,k]=(1-e)*(1-f)*cat100[m1,n1,k]+e*(1-f)*cat100[m2,n1,k]+(1-e)*f*cat100[m1,n2,k]+e*f*cat100[m2,n2,k]\n", "\n", "cat_pwl = np.ndarray.astype(np.maximum(0,np.minimum(255,cat_pwl_double)),dtype='uint8')\n", "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n", "plt.imshow(cat_pwl)\n", "plt.title('Cat upsampled using piece-wise linear interpolation')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Notice that piece-wise-linear interpolation is just like upsampling the cat, and then convolving with the piece-wise linear interpolation filter:\n", "\n", "$$h_{PWL}[n] = \\left\\{\\begin{array}{ll}\n", "\\frac{D-|n|}{D} & -D\\le n\\le D\\\\\n", "0 & \\mbox{otherwise}\\end{array}\\right.\n", "$$\n", "\n", "Similarly, piece-wise constant interpolation is just like upsampling the cat, and then convolving with the piece-wise constant interpolation filter:\n", "\n", "$$h_{PWC}[n] = \\left\\{\\begin{array}{ll} 1 & 0\\le n" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "zero_sample = 6\n", "n_axis = np.linspace(-zero_sample,zero_sample, 2*zero_sample+1, dtype='int16')\n", "h_pwc = np.zeros(13)\n", "h_pwl = np.zeros(13)\n", "for n in range(0,4):\n", " h_pwc[zero_sample+n]=1\n", " h_pwl[zero_sample+n]=0.25*(4-n)\n", " h_pwl[zero_sample-n]=0.25*(4-n)\n", "plt.figure(1,figsize=(14,6))\n", "plt.subplot(211)\n", "plt.stem(n_axis,h_pwc,use_line_collection=True)\n", "plt.title('PWC Interpolation is like convolving with the PWC interpolator')\n", "plt.subplot(212)\n", "plt.stem(n_axis,h_pwl,use_line_collection=True)\n", "plt.title('PWL Interpolation is like convolving with the PWL interpolator')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sinc Interpolation\n", "\n", "PWC interpolation suffers from obvious blocky artifacts. PWL interpolation smooths away most of those, but not all.\n", "We can get rid of all of them, and get the lowpass-filtered cat back again exactly, by filtering the upsampled cat\n", "using an ideal sinc function.\n", "\n", "$$z[n]=D^2 h_{LPF}[n]\\ast y[n]$$\n", "\n", "Multiplying by a factor of $D^2$ is necessary because we're trying to construct $D^2$ output samples from every one input sample. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Cat upsampled using sinc interpolation')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import scipy.ndimage.filters as filters\n", "cat_si_double=np.zeros((240,424,3),dtype='double')\n", "cat_half_filtered_double=np.zeros((240,424,3),dtype='double')\n", "for k in range(0,K):\n", " for m in range(0,M):\n", " cat_half_filtered_double[m,:,k]=4*filters.convolve1d(cat_upsampled_double[m,:,k],lpf,mode='wrap')\n", " for n in range(0,423):\n", " cat_si_double[:,n,k]=4*filters.convolve1d(cat_half_filtered_double[:,n,k],lpf,mode='wrap')\n", "cat_si = np.ndarray.astype(np.maximum(0,np.minimum(255,cat_si_double)),dtype='uint8')\n", "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n", "plt.imshow(cat_si)\n", "plt.title('Cat upsampled using sinc interpolation',fontsize=18)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Cat upsampled using sinc-squared interpolation')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import scipy.ndimage.filters as filters\n", "cat_si_double=np.zeros((240,424,3),dtype='double')\n", "cat_half_filtered_double=np.zeros((240,424,3),dtype='double')\n", "lpf_squared = np.zeros(lpf.shape)\n", "for n in range(0,len(lpf)):\n", " lpf_squared[n] = lpf_rect[n]*lpf_rect[n]*4\n", "for k in range(0,K):\n", " for m in range(0,M):\n", " cat_half_filtered_double[m,:,k]=4*filters.convolve1d(cat_upsampled_double[m,:,k],lpf_squared,mode='wrap')\n", " for n in range(0,423):\n", " cat_si_double[:,n,k]=4*filters.convolve1d(cat_half_filtered_double[:,n,k],lpf_squared,mode='wrap')\n", "cat_si = np.ndarray.astype(np.maximum(0,np.minimum(255,cat_si_double)),dtype='uint8')\n", "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n", "plt.imshow(cat_si)\n", "plt.title('Cat upsampled using sinc-squared interpolation',fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interpolation designed for 1/f spectra\n", "If the image spectrum is 1/f, the sample problem in today's lecture suggests that a sinc^2 should work better than a sinc. But it also suggests that the following spectrum might work better than a sinc^2:\n", "$$H(\\omega) = \\left\\{\\begin{array}{ll} D&|\\omega|<\\frac{\\pi}{D}\\\\\n", "D\\left(\\frac{2\\pi-D|\\omega|}{\\pi}\\right)^2 & \\frac{\\pi}{D}<|\\omega|<\\frac{2\\pi}{D}\n", "\\end{array}\\right.$$\n", "We can construct a filter like that as $H(\\omega)=F(\\omega)\\ast G(\\omega)\\ast G(\\omega)$, where $G(\\omega)$ is an ideal LPF with a cutoff of $3\\pi/2D$ and a height of $1$, and $F(\\omega)$ is an ideal LPF with a cutoff of $\\pi/4D$ and a height of $4D$. To construct such a filter, we want\n", "$$h[n]=f[n]g^2[n]$$\n", "$$f[n]=\\frac{3}{2D}\\mbox{sinc}\\left(3\\pi n/2D\\right)$$\n", "$$g[n]=\\mbox{sinc}\\left(\\pi n/4D\\right)$$\n", "Let's construct such an interpolator, and see how well it works." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f_of_n = np.zeros(lpf.shape)\n", "g_of_n = np.zeros(lpf.shape)\n", "h_of_n = np.zeros(lpf.shape)\n", "n_axis = np.linspace(-63.5,63.5,128,dtype='int16')\n", "zero_sample = 63.5\n", "omega_axis = np.linspace(0,2*math.pi,128) \n", "for n in range(0,64):\n", " f_of_n[int(zero_sample+n+0.5)] = (3/8)*np.sinc((3/8)*(n+0.5))\n", " g_of_n[int(zero_sample+n+0.5)] = np.sinc((1/16)*(n+0.5))\n", "for n in range(0,64):\n", " f_of_n[n]=f_of_n[127-n]\n", " g_of_n[n]=g_of_n[127-n]\n", "for n in range(0,128):\n", " h_of_n[n] = f_of_n[n]*g_of_n[n]*g_of_n[n]\n", "plt.figure(1,figsize=(14,6))\n", "plt.subplot(321)\n", "plt.plot(n_axis,f_of_n)\n", "plt.ylabel('$f[n]$')\n", "plt.subplot(322)\n", "plt.plot(omega_axis,abs(fft.fftn(f_of_n)))\n", "plt.ylabel('$F(\\omega)$')\n", "plt.subplot(323)\n", "plt.plot(n_axis,g_of_n)\n", "plt.ylabel('$g[n]$')\n", "plt.subplot(324)\n", "plt.plot(omega_axis,abs(fft.fftn(g_of_n)))\n", "plt.ylabel('$G(\\omega)')\n", "plt.subplot(325)\n", "plt.plot(n_axis,h_of_n)\n", "plt.ylabel('$h[n]$')\n", "plt.subplot(326)\n", "plt.plot(omega_axis,abs(fft.fftn(h_of_n)))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Cat upsampled using sinc-squared interpolation')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import scipy.ndimage.filters as filters\n", "cat_si_double=np.zeros((240,424,3),dtype='double')\n", "cat_half_filtered_double=np.zeros((240,424,3),dtype='double')\n", "for k in range(0,K):\n", " for m in range(0,M):\n", " cat_half_filtered_double[m,:,k]=4*filters.convolve1d(cat_upsampled_double[m,:,k],h_of_n,mode='wrap')\n", " for n in range(0,423):\n", " cat_si_double[:,n,k]=4*filters.convolve1d(cat_half_filtered_double[:,n,k],h_of_n,mode='wrap')\n", "cat_si = np.ndarray.astype(np.maximum(0,np.minimum(255,cat_si_double)),dtype='uint8')\n", "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n", "plt.imshow(cat_si)\n", "plt.title('Cat upsampled using sinc-squared interpolation',fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Summary of Visible Artifacts\n", "* PWC: blocky artifacts\n", "* PWL (Bilinear): some blocky artifacts because it interpolates within blocks, but the artifacts are a lot less than PWC interpolation. Often, this is the best option.\n", "* Sinc: ringing artifacts, that occur at sharp boundaries between two color, and at the edge of the image, depending on how you handle edges.\n", "* Sinc-squared interpolation: no ringing artifact, but instead it has a kind of grid artifact.\n", "* f-times-g-squared interpolation: has ringing artifact like sinc, but maybe it's a little less blurry than sinc.\n", "\n", "Well, TBH I like the PWL interpolation best. Sinc-squared would be a good option, if we could get rid of the grid artifact.\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }