{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "**Create Your Own Cognitive Portrait**\n", "\n", "**Technique: And we will all become dragons**\n", "\n", "Here I will use fractal named \"Harter-Heighway dragon\". Main idea is to possess reference points on vertices of fractal." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import sys\n", "import glob\n", "import os\n", "\n", "import cv2\n", "import matplotlib.pyplot as plt\n", "\n", "import azure.cognitiveservices.vision.face as cf\n", "from msrest.authentication import CognitiveServicesCredentials\n", "\n", "import numpy as np\n", "import math\n", "\n", "import pylab\n", "import matplotlib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some settings for the algorithm. Use them to make your own dragon cognitive portrait!" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "key = '__YOUR_KEY_HERE__'\n", "endpoint = 'https://westcentralus.api.cognitive.microsoft.com'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here specify filepath to image." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "face = 'images/gates/gates_45.jpg'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "'left' and 'right' are names of reference points to possessed on fractal.\n", "'third' is just another point, used for affine transformation." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "left = \"pupil_left\"\n", "right = \"pupil_right\"\n", "third = \"nose_tip\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "'depth' parameter specifies a number of iterations of the fractal.\n", "'coef' parameter used to scale merged images." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "depth = 5\n", "coef = 1.4" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "cli = cf.FaceClient(endpoint,CognitiveServicesCredentials(key))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "with open(face, 'rb') as data:\n", " res = cli.face.detect_with_stream(data, return_face_landmarks=True)\n", "\n", "img = cv2.imread(face)\n", "img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n", "size = img.shape[0]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def get_two_dragon_curves(p1, p2, depth):\n", " if depth == 0:\n", " return [(p1[0], p1[1], 1)] + [(p2[0], p2[1], 1)]\n", "\n", " def dragon_inner(p1, p2, target_depth, depth=1):\n", " if depth == target_depth:\n", " return []\n", "\n", " xs = (p1[0] + p2[0]) / 2 + (p2[1] - p1[1]) / 2\n", " ys = (p1[1] + p2[1]) / 2 - (p2[0] - p1[0]) / 2\n", "\n", " return dragon_inner(p1, (xs, ys), target_depth, depth + 1) +\\\n", " [[xs, ys, depth]] +\\\n", " dragon_inner(p2, (xs, ys), target_depth, depth + 1)[::-1]\n", "\n", " return [[p1[0], p1[1], depth]] +\\\n", " dragon_inner(p1, p2, depth) +\\\n", " [[p2[0], p2[1], depth]] +\\\n", " dragon_inner(p2, p1, depth) +\\\n", " [[p1[0], p1[1], depth]]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "pl = [res[0].face_landmarks.as_dict()[left]['x'], res[0].face_landmarks.as_dict()[left]['y']]\n", "pr = [res[0].face_landmarks.as_dict()[right]['x'], res[0].face_landmarks.as_dict()[right]['y']]\n", "pc = [res[0].face_landmarks.as_dict()[third]['x'], res[0].face_landmarks.as_dict()[third]['y']]\n", "\n", "center_shift = [size / 2 - (pl[0] + pr[0]) / 2, size / 2 - (pl[1] + pr[1]) / 2]\n", "\n", "pl[0] += center_shift[0]; pl[1] += center_shift[1]\n", "pr[0] += center_shift[0]; pr[1] += center_shift[1]\n", "pc[0] += center_shift[0]; pc[1] += center_shift[1]\n", "\n", "r_shift = math.sqrt((pc[0] - pr[0]) ** 2 + (pc[1] - pr[1]) ** 2)\n", "phi_shift = math.pi / 2 + math.atan2(pr[1] - pl[1], pr[0] - pl[0])\n", "\n", "eyes_curve = get_two_dragon_curves(pr, pl, depth)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def scale(p1, p2, p3, size, coef):\n", " for i in range(len(p1)):\n", " p1[i][0] = (p1[i][0] - size / 2) * coef + size / 2\n", " p1[i][1] = (p1[i][1] - size / 2) * coef + size / 2\n", " p2[i][0] = (p2[i][0] - size / 2) * coef + size / 2\n", " p2[i][1] = (p2[i][1] - size / 2) * coef + size / 2\n", " p3[i][0] = (p3[i][0] - size / 2) * coef + size / 2\n", " p3[i][1] = (p3[i][1] - size / 2) * coef + size / 2\n", " return p1, p2, p3" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def get_base_points(curve, coef, size):\n", " p1 = []\n", " p2 = []\n", " p3 = []\n", " wghts = []\n", "\n", " for i in range(1, len(eyes_curve)):\n", " p1.append(eyes_curve[i - 1][:-1])\n", " p2.append(eyes_curve[i][:-1])\n", " wghts.append(max(eyes_curve[i][2], eyes_curve[i - 1][2]))\n", "\n", " for i in range(len(eyes_curve) - 1):\n", " phi = math.atan2(p2[i][1] - p1[i][1], p2[i][0] - p1[i][0])\n", "\n", " phi += phi_shift\n", "\n", " x = r_shift * math.cos(phi)\n", " y = r_shift * math.sin(phi)\n", "\n", " p3.append([x + p2[i][0], y + p2[i][1]])\n", "\n", " p1, p2, p3 = scale(p1, p2, p3, size, coef)\n", " return p1, p2, p3, wghts" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "p1, p2, p3, wghts = get_base_points(eyes_curve, coef, size)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we can see our fractal." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pylab.xlim (0, size)\n", "pylab.ylim (0, size)\n", "\n", "x = []\n", "y = []\n", "\n", "for i in range(len(eyes_curve) - 1):\n", " x.append(p1[i][0])\n", " y.append(p1[i][1])\n", "x.append(p2[-1][0])\n", "y.append(p2[-1][1])\n", "\n", "line = matplotlib.lines.Line2D(x, y, color=\"k\")\n", "axes = pylab.gca()\n", "axes.set_aspect(\"equal\")\n", "axes.add_line(line)\n", "pylab.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "a = []\n", "\n", "for i in range(len(p1)):\n", " target_triangle = np.float32([[p1[i][0], p1[i][1]], [p2[i][0], p2[i][1]], [p3[i][0], p3[i][1]]])\n", " tr = cv2.getAffineTransform(np.float32([pl, pr, pc]), target_triangle)\n", " new_img = cv2.warpAffine(img, tr, (size, size))\n", " a.append(new_img)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def merge(images):\n", " res = np.zeros_like(images[0], dtype=np.float32)\n", "\n", " weights = np.exp(np.array(wghts).astype(np.float32))\n", " weights *= np.arange(len(images))[::-1]\n", " weights /= np.sum(weights)\n", "\n", " for n, i in enumerate(images):\n", " res += i.astype(np.float32) * weights[n]\n", "\n", " return res.astype(np.ubyte)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "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": [ "res_im = merge(a)\n", "plt.imshow(res_im)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cv2.imwrite('results/gates_dragon.jpg', cv2.cvtColor(res_im, cv2.COLOR_BGR2RGB))" ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }