{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from skimage.io import imread\n", "import matplotlib.pyplot as plt\n", "\n", "sudoku_original = imread('resources/sudoku2.JPG')\n", "plt.figure(figsize=(10,10))\n", "plt.axis('off')\n", "plt.imshow(sudoku_original)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#blur the image\n", "from skimage.filters import gaussian\n", "from skimage.color import rgb2grey\n", "gray_img = rgb2grey(sudoku_original)\n", "\n", "blurred = gaussian(gray_img)\n", "plt.figure(figsize=(10,10))\n", "plt.axis('off')\n", "plt.imshow(blurred, cmap=\"gray\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#adaptive threshold\n", "#ref : http://scikit-image.org/docs/0.12.x/auto_examples/segmentation/plot_threshold_adaptive.html\n", "from skimage.filters import threshold_otsu\n", "binary_adaptive = threshold_otsu(blurred)\n", "binary = blurred < binary_adaptive\n", "plt.figure(figsize=(10,10))\n", "plt.axis('off')\n", "plt.imshow(binary , cmap=\"gray\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy import ndimage as ndi\n", "\n", "bimg = ndi.binary_fill_holes(binary)\n", "plt.figure(figsize=(10,10))\n", "plt.axis('off')\n", "plt.imshow(bimg , cmap=\"gray\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from skimage.measure import find_contours\n", "from skimage.draw import polygon_perimeter\n", "import numpy as np\n", "\n", "contours = find_contours(bimg, 0.8)\n", "\n", "fig, ax = plt.subplots(figsize=(10,10))\n", "ax.imshow(bimg, interpolation='nearest', cmap=plt.cm.gray)\n", "\n", "#find the largest blob\n", "lengths = []\n", "for c in contours:\n", " lengths.append(len(c))\n", "\n", "def area_of_rectangle(Xmin, Xmax, Ymin, Ymax):\n", " return ((Ymax-Ymin)*(Xmax-Xmin))\n", "\n", "areas_bound_by_contours = []\n", "for index, contour in enumerate(contours):\n", " Xmin = np.min(contour[:,0])\n", " Xmax = np.max(contour[:,0])\n", " Ymin = np.min(contour[:,1])\n", " Ymax = np.max(contour[:,1])\n", " areas_bound_by_contours.append([index,area_of_rectangle(Xmin, Xmax, Ymin, Ymax)])\n", "\n", "highest_area = [0,0]\n", "for areas in areas_bound_by_contours:\n", " if areas[1] > highest_area[1]:\n", " highest_area = areas\n", "\n", "ax.axis(\"off\")\n", "ax.plot(contours[highest_area[0]][:, 1], contours[highest_area[0]][:, 0], linewidth=2) \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from skimage import transform as tf\n", "\n", "cimp = contours[highest_area[0]]\n", "\n", "fig, ax = plt.subplots(figsize=(10,10))\n", "ax.axis(\"off\")\n", "ax.imshow(blurred, cmap=\"gray\")\n", "ax.plot(contours[highest_area[0]][:, 1], contours[highest_area[0]][:, 0], linewidth=2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from skimage.measure import approximate_polygon\n", "\n", "polygon = approximate_polygon(cimp,50)\n", "\n", "fig, ax = plt.subplots(figsize=(10,10))\n", "ax.axis(\"off\")\n", "ax.imshow(blurred, cmap=\"gray\")\n", "ax.plot(polygon[:, 1], polygon[:, 0], linewidth=1) " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import math\n", "\n", "#ref:https://stackoverflow.com/questions/1211212/how-to-calculate-an-angle-from-three-points\n", "def findAngle(p0,p1,p2):\n", " b = (p1[0]-p0[0])**2 + (p1[1]-p0[1])**2\n", " a = (p1[0]-p2[0])**2 + (p1[1]-p2[1])**2\n", " c = (p2[0]-p0[0])**2 + (p2[1]-p0[1])**2\n", " return math.degrees(math.acos( (a+b-c) / math.sqrt(4*a*b) ))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": false }, "outputs": [], "source": [ "angles_and_points = []\n", "npoints = len(polygon)-1\n", "for i in range(npoints):\n", " p1index = i\n", " p2index = i + 1\n", " p3index = i + 2\n", " \n", " if p1index == npoints-2:\n", " p3index = 0\n", " \n", " if p1index == npoints-1:\n", " p2index = 0\n", " p3index = 1\n", " \n", " try:\n", " angle = findAngle(polygon[p1index],polygon[p2index],polygon[p3index])\n", " if angle < 110:\n", " angles_and_points.append([polygon[p2index],angle])\n", " except:\n", " pass" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "x = []\n", "y = []\n", "for k in angles_and_points:\n", " x.append(k[0][1])\n", " y.append(k[0][0])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "x,y" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from skimage import transform as tf\n", "\n", "src = np.array([[0, 0], [0, 900], [900, 900], [900, 0]])\n", "dst = np.array([[x[1],y[1]], [x[0],y[0]], [x[3],y[3]], [x[2],y[2]] ])\n", "\n", "tform3 = tf.ProjectiveTransform()\n", "tform3.estimate(src, dst)\n", "warped = tf.warp(gray_img, tform3, output_shape=(900, 900))\n", "\n", "fig, ax = plt.subplots(ncols=2,figsize=(10,20))\n", "ax[0].imshow(gray_img, cmap=\"gray\")\n", "ax[0].plot(polygon[:, 1], polygon[:, 0], linewidth=1)\n", "ax[0].plot(x, y, '.r')\n", "ax[1].imshow(warped, cmap=\"gray\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from skimage.measure import label, regionprops\n", "import numpy as np\n", "from skimage.color import label2rgb\n", "import matplotlib.patches as mpatches\n", "from skimage.morphology import closing\n", "\n", "thresh = threshold_otsu(warped)\n", "img = closing(warped > thresh)\n", "\n", "#add some padding.\n", "img_c = np.ones((img.shape[0]+8,img.shape[1]+8))\n", "img_c[4:-4,4:-4] = img\n", "\n", "\n", "label_image = label(img_c,background=1)\n", "image_label_overlay = label2rgb(label_image, image=img_c)\n", "\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "\n", "rp = regionprops(label_image)\n", "\n", "def reject_region(w,h,img_x,img_y):\n", " if w/h < 0.1 or w/h > 10:\n", " return True\n", "\n", " if ((w * h) > ((img_x * img_y) / 5)) or ((w * h) < 15):\n", " return True\n", "\n", " return False\n", "\n", "for region in rp:\n", " minr, minc, maxr, maxc = region.bbox\n", " if reject_region((maxc-minc), (maxr-minr), img_c.shape[0], img_c.shape[1]) == True:\n", " for coord in region.coords:\n", " img_c[coord[0],coord[1]] = 1\n", "\n", "ax.imshow(img_c, cmap=\"gray\")\n", "ax.set_axis_off()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#divide the transformed image into 9 x 9 grid.\n", "fig, ax = plt.subplots(nrows=9, ncols=9, figsize=(10,10))\n", "for row in range(9):\n", " for col in range(9):\n", " ax[row][col].axis(\"off\")\n", " ax[row][col].imshow(warped[row*100:row*100+100,col*100:col*100+100] , cmap=\"gray\") " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": false }, "outputs": [], "source": [ "#display the gradient descriptors\n", "from skimage.feature import hog\n", "\n", "def h_o_g(image):\n", " return hog(image, visualise=True)\n", "\n", "#out, hog_image = hog(warped[0:100,400:500], visualise=True)\n", "data = []\n", "fig, ax = plt.subplots(nrows=9, ncols=9, figsize=(10,10))\n", "for row in range(9):\n", " for col in range(9):\n", " ax[row][col].axis(\"off\")\n", " out, hog_image = h_o_g(warped[row*100:row*100+100,col*100:col*100+100])\n", " data.append(out)\n", " ax[row][col].imshow(hog_image, cmap=\"gray\") " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#train my classifier for digits\n", "import os\n", "\n", "digits_images = []\n", "feature_list = []\n", "targets = []\n", "for digit in range(9):\n", " training_directory = 'resources/digits/'+str(digit)+'/'\n", " for filename in os.listdir(training_directory):\n", " if (filename.endswith('.png')):\n", " training_digit = imread(training_directory+filename)\n", " training_digit = rgb2grey(training_digit)#color to gray\n", " digits_images.append(training_digit)\n", " feature_list.append(h_o_g(training_digit))\n", " targets.append(digit)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "feature_list[0]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from sklearn import preprocessing\n", "\n", "hog_features = np.array(feature_list, 'float64')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "pp = preprocessing.StandardScaler().fit(hog_features)\n", "hog_features = pp.transform(hog_features)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "\n", "pc = PCA(n_components=10)\n", "pc = pc.fit(hog_features)\n", "minimal = pc.transform(hog_features)\n", "print minimal.shape" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "X_train, X_test, y_train, y_test = train_test_split(minimal, targets, test_size = 0.2, random_state = 0)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from sklearn.svm import SVC\n", "# # Create an linear SVM object\n", "clf = SVC()\n", "# # Perform the training\n", "clf.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import classification_report\n", "\n", "y_pred = clf.predict(minimal)\n", "print(classification_report(targets,y_pred))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import skimage\n", "#check if 6 is predicted properly\n", "six = warped[0:100,400:500]\n", "six = skimage.transform.resize(six,(128,128))\n", "\n", "six_binary_adaptive = threshold_local(six, block_size=99)\n", "binary = six <= six_binary_adaptive\n", "six = skimage.util.invert(binary)*1\n", "plt.axis('off')\n", "plt.imshow(six, cmap=\"gray\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "siz_feature_list = []\n", "six_hog = h_o_g(six)\n", "print six_hog.shape\n", "print feature_list[0].shape\n", "siz_feature_list.append(six_hog)\n", "six_hog_hog_features = np.array(siz_feature_list, 'float64')\n", "six_minimal = pc.transform(six_hog_hog_features)\n", "y_pred = clf.predict(six_minimal)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "y_pred" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plt.imshow(six, cmap=\"gray\")" ] }, { "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }