{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Setup playground" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from scipy import ndimage\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Playing with noise generators" ] }, { "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": {}, "output_type": "display_data" } ], "source": [ "nimg = np.random.normal(0,1,size=[100,100])\n", "uimg = np.random.uniform(-1,1,size=[100,100])\n", "pimg = np.random.poisson(5,size=[100,100])\n", "\n", "plt.figure(figsize=[15,8])\n", "\n", "plt.subplot(1,3,1)\n", "plt.imshow(nimg)\n", "\n", "plt.subplot(1,3,2)\n", "plt.imshow(uimg)\n", "\n", "plt.subplot(1,3,3)\n", "plt.imshow(pimg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Playing with filters" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Convolve (binomial)')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gimg=ndimage.filters.gaussian_filter(nimg,1.0)\n", "fimg=ndimage.filters.uniform_filter(nimg,3)\n", "mimg=ndimage.filters.median_filter(nimg,3)\n", "aimg=ndimage.filters.convolve(nimg,[[1,2,1],[2,4,2],[1,2,1]])\n", "\n", "plt.figure(figsize=[15,13])\n", "plt.subplot(2,2,1)\n", "plt.imshow(gimg)\n", "plt.title('Gaussian')\n", "\n", "plt.subplot(2,2,2)\n", "plt.imshow(fimg)\n", "plt.title('Uniform')\n", "\n", "plt.subplot(2,2,3)\n", "plt.imshow(fimg)\n", "plt.title('Median')\n", "\n", "plt.subplot(2,2,4)\n", "plt.imshow(fimg)\n", "plt.title('Convolve (binomial)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Demonstrating edge blurring\n", "We want to observe what happens with edges when filtering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Make test data\n", "The test data is a wedge structure with increasing gap." ] }, { "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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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "img=np.zeros([100,100])\n", "img[0:50,:]=1\n", "for i in range(img.shape[0]) :\n", " img[(51+int(i/10)):img.shape[0],i]=1\n", " \n", "plt.imshow(img,cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluate under different conditions\n", " - Add noise of different strength\n", " - Apply different uniform filter kernels\n", " - Observe what happens on thresholded data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Make noisy image" ] }, { "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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "SNR=4\n", "sigma=1/SNR \n", "\n", "noise=np.random.normal(0,sigma,img.shape)\n", "nimg=img+noise\n", "plt.imshow(nimg)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "threshold = 0.5 # Threshold for segmentation\n", "\n", "fig=plt.figure(figsize=[15,13])\n", "for i in range(3) :\n", " if (i==0) :\n", " plt.subplot(3,3,i+1)\n", " plt.imshow(0.5