{ "nbformat": 4, "nbformat_minor": 2, "metadata": { "language_info": { "name": "python", "codemirror_mode": { "name": "ipython", "version": 3 }, "version": "3.6.9-final" }, "orig_nbformat": 2, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "npconvert_exporter": "python", "pygments_lexer": "ipython3", "version": 3, "kernelspec": { "name": "python36964bit219e698d358f4cfab022820e7cad1f78", "display_name": "Python 3.6.9 64-bit" } }, "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "####
ESF projekt Západočeské univerzity v Plzni reg. č. CZ.02.2.69/0.0/0.0/16 015/0002287
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# KKY/USVP 3" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": "Populating the interactive namespace from numpy and matplotlib\n" } ], "source": [ "%pylab inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fourier Transform" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from skimage import data\n", "import skimage.io\n", "import skimage.transform\n", "from operator import itemgetter" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/plain": "" }, "execution_count": 72, "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": [ "im = data.camera()\n", "\n", "ft = np.fft.fft2(im) # 2D Fourier Transform (FT)\n", "ftshift = np.fft.fftshift(ft) # Change quadrants of the FT (1<-->3, 2<-->4)\n", "spek = 20*np.log(np.abs(ftshift)) # Spectrum of FT\n", "\n", "# vizualizace\n", "plt.subplot(121)\n", "plt.imshow(spek, cmap = 'gray')\n", "plt.title('Spektrum')\n", "\n", "plt.subplot(122)\n", "plt.imshow(im, cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example of Fourier transfrom application - scan document deskew algorithm" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "def deskew_fft(image, range_min=-15, range_max=15, height=2.0, width=3.0):\n", " \"\"\"\n", " Function deskew_fft search in the spectrum centre for the skew angle of the image\n", "\n", " @param image - input image\n", " @param range_min - minimum searched angle (range_min * 0.1 == angle in degrees, this -15 --> -1.5) \n", " @param range_max - maximum searched angle (range_max * 0.1 == angle in degrees, this 15 --> 1.5) \n", " @param height - image_height/height -- shrink value of spectrum width \n", " @param width - image_width/width -- shrink value of spectrum width \n", "\n", " @output Found angle\n", " \"\"\"\n", " ft = np.fft.fft2(image)\n", " ftshift = np.fft.fftshift(ft)\n", " spek = 20 * np.log(np.abs(ftshift))\n", " # spectrum center -- it is not efficient to search in whole spectrum\n", " spect_cent_y = np.uint32(spek.shape[0]/2)\n", " spect_cent_x = np.uint32(spek.shape[1]/2)\n", " spect_offset_y = np.uint32(spek.shape[0]/height)\n", " spect_offset_x = np.uint32(spek.shape[1]/width) \n", " spect_center = spek[spect_cent_y-spect_offset_y:spect_cent_y+spect_offset_y,\n", " spect_cent_x-spect_offset_x:spect_cent_x+spect_offset_x]\n", " # Search for max response in spect center\n", " maxS = 0\n", " angle = 0\n", " for i in range(range_min, range_max):\n", " imr = skimage.transform.rotate(spect_center, i*0.1)\n", " temp = np.max(np.sum(imr,0))\n", " if temp > maxS:\n", " maxS = temp\n", " angle = i*0.1\n", " return angle\n", "\n", "def rotate(image, angle):\n", " \"\"\"\n", " Function rotate perform image rotation around center by value \"angle\"\n", "\n", " @param image - input image\n", " @param angle - rotation angle\n", "\n", " @output - rotated image\n", " \"\"\"\n", " # Creation of bigger image with mean value \n", " temp_image = np.ones([image.shape[0] * 2, image.shape[1] * 2], dtype=np.uint8) * np.mean(image)\n", " ymin = int(temp_image.shape[0] / 2.0 - image.shape[0] / 2.0)\n", " ymax = int(temp_image.shape[0] / 2.0 + image.shape[0] / 2.0)\n", " xmin = int(temp_image.shape[1] / 2.0 - image.shape[1] / 2.0)\n", " xmax = int(temp_image.shape[1] / 2.0 + image.shape[1] / 2.0)\n", " temp_image[ymin: ymax, xmin: xmax] = image\n", " # Apply rotation\n", " temp_image = skimage.transform.rotate(temp_image, angle)\n", " image = temp_image[ymin: ymax, xmin: xmax]\n", " return image \n", "\n", "def deskew(image, y_res=(16, 48), x_res=(10, 20), tiles_perct=0.2):\n", " \"\"\"\n", " Function deskew perform searching for angle in multiple tiles of the image\n", "\n", " @param image - input image\n", " @param y_res - border and tile size y\n", " @param x_res - border and tile size x\n", " @param tiles_perct - percentage of tiles that is used for angle searching\n", " \"\"\"\n", " tiles = []\n", " border_y = int(image.shape[0]/y_res[0])\n", " border_x = int(image.shape[1]/x_res[0])\n", " tile_height = int(image.shape[0]/y_res[1])\n", " tile_width = int(image.shape[1]/x_res[1])\n", " for y in range(0 , image.shape[0] - border_y, tile_height):\n", " y2 = y + border_y\n", " for x in range(0, image.shape[1] - border_x, tile_width):\n", " x2 = x + border_x\n", " tiles.append((y, y2, x, x2, np.mean(image[y:y2, x:x2])))\n", " tiles.sort(key=itemgetter(4))\n", " n = int(len(tiles)*tiles_perct)\n", " angle_mean = 0\n", " angle = 0\n", " for i in range(n):\n", " y = tiles[i][0]\n", " y2 = tiles[i][1]\n", " x = tiles[i][2] \n", " x2 = tiles[i][3]\n", " part = image[y:y2, x:x2]\n", " angle = deskew_fft(part)\n", " angle_mean = angle_mean + angle\n", " return angle_mean/ float(n)\n", "\n", "def apply_deskew(image):\n", " \"\"\"\n", " Function apply_deskew applies deskew algorithm\n", "\n", " @param image - input image\n", " @output image_deskew - rotated image\n", " @output angle - found angle\n", " \"\"\"\n", " angle = 0.0\n", " if len(image.shape) == 2:\n", " angle = deskew(image) \n", " image_deskew = rotate(image, angle)\n", " elif len(image.shape) == 3:\n", " angle_r = deskew(image[:, :, 0]) \n", " angle_g = deskew(image[:, :, 1]) \n", " angle_b = deskew(image[:, :, 2]) \n", " angle = (angle_r + angle_g + angle_b)/3.0\n", " image_deskew_r = rotate(image[:, :, 0], angle) \n", " image_deskew_g = rotate(image[:, :, 1], angle) \n", " image_deskew_b = rotate(image[:, :, 2], angle) \n", " image_deskew = np.dstack([image_deskew_r, image_deskew_g, image_deskew_b]) \n", " else:\n", " print(\"Vstup musi byt RGB nebo sedotonovy obraz\")\n", " return image_deskew, angle" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": "1.035393258426969\n" }, { "data": { "text/plain": "" }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"image/svg+xml": "\n\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "skewed_scan = skimage.io.imread(\"./cviceni_3/download.png\", as_gray=True)\n", "deskewed_scan, angle = apply_deskew(skewed_scan)\n", "print(angle)\n", "\n", "plt.figure(1, figsize=(16,16))\n", "plt.subplot(121)\n", "plt.imshow(skewed_scan, cmap = 'gray')\n", "plt.subplot(122)\n", "plt.imshow(deskewed_scan, cmap = 'gray')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mathematical Morphology" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dilation" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "def dilate(image, element):\n", " \"\"\"\n", " Binary dilation function\n", "\n", " @param image - input image\n", " @param element - element\n", " \"\"\"\n", " result = np.zeros(image.shape, dtype=np.uint8)\n", " indexes = np.where(image == 1)\n", " elements = np.where(element == 1)\n", " for y,x in zip(indexes[0], indexes[1]):\n", " res0 = y + elements[0]\n", " res1 = x + elements[1]\n", " result[res0, res1] = 1\n", " return result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": "[[0. 0. 0. 0. 0. 0. 0.]\n [0. 0. 0. 0. 0. 0. 0.]\n [0. 0. 1. 0. 0. 0. 0.]\n [0. 0. 1. 0. 0. 0. 0.]\n [0. 0. 0. 0. 0. 0. 0.]\n [0. 0. 0. 0. 0. 0. 0.]\n [0. 0. 0. 0. 0. 0. 0.]]\n[[1. 0.]\n [1. 1.]]\n[[0 0 0 0 0 0 0]\n [0 0 0 0 0 0 0]\n [0 0 1 0 0 0 0]\n [0 0 1 1 0 0 0]\n [0 0 1 1 0 0 0]\n [0 0 0 0 0 0 0]\n [0 0 0 0 0 0 0]]\n" } ], "source": [ "img = np.zeros([7,7])\n", "img[2:4,2:3] = 1\n", "print(img)\n", "\n", "elem = np.zeros([2,2])\n", "elem[:,0] = 1\n", "elem[1,1] = 1\n", "\n", "print(elem)\n", "\n", "res_im = dilate(img, elem)\n", "print(res_im)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Erosion" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [], "source": [ "def erode(image, element):\n", " \"\"\"\n", " Binary erosion function\n", "\n", " @param image - input image\n", " @param element - element\n", " \"\"\" \n", " result = np.zeros(image.shape, dtype=np.uint8)\n", " indexes = np.where(image == 1)\n", " elements = np.where(element == 1)\n", " for y,x in zip(indexes[0], indexes[1]):\n", " res = [1 - item for item in image[y+elements[0], x+elements[1]].ravel()]\n", " if(sum(res) == 0):\n", " result[y, x] = 1\n", " return result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": "[[0 0 0 0 0 0 0]\n [0 0 0 0 0 0 0]\n [0 0 1 0 0 0 0]\n [0 0 1 0 0 0 0]\n [0 0 0 0 0 0 0]\n [0 0 0 0 0 0 0]\n [0 0 0 0 0 0 0]]\n" } ], "source": [ "erosion_res = erode(res_im, elem)\n", "print(erosion_res)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Opening and Closing" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "def morph_open(image, elem):\n", " \"\"\"\n", " Binary opening function\n", "\n", " @param image - input image\n", " @param element - element\n", " \"\"\" \n", " res1 = erode(image, elem)\n", " res2 = dilate(res01, elem)\n", " return res2\n", "\n", "def morph_close(image, elem):\n", " \"\"\"\n", " Binary closing function\n", "\n", " @param image - input image\n", " @param element - element\n", " \"\"\" \n", " res1 = dilate(image, elem)\n", " res2 = erode(res01, elem)\n", " return res2 " ] } ] }