{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Create Your Own Cognitive Portrait\n", "## Technique: Circular Faces\n", "\n", "Hello! Let's create some **Science Art** together with this **Cogntivie Portrait** challenge!\n", "\n", "This is short notebook with mostly the code, you can view more detailed instructions in `CognitivePortrait.ipynb`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: opencv-python in c:\\winapp\\miniconda3\\lib\\site-packages (4.1.0.25)\n", "Requirement already satisfied: numpy>=1.14.5 in c:\\winapp\\miniconda3\\lib\\site-packages (from opencv-python) (1.16.4)\n" ] } ], "source": [ "import sys\n", "!{sys.executable} -m pip install --quiet --user -r requirements.txt\n", "import cv2\n", "import matplotlib.pyplot as plt\n", "import glob, os" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Obtain the Face API Key in one of the following ways:\n", "\n", "* Request 7 days trial key [here](https://azure.microsoft.com/try/cognitive-services/my-apis/?api=face-api&wt.mc_id=aiapril-github-dmitryso).\n", "* If you have an Azure Subscription - [create Cognitive Services resource](https://docs.microsoft.com/en-us/azure/cognitive-services/cognitive-services-apis-create-account/?wt.mc_id=aiapril-github-dmitryso), and grab key/url from there\n", "* [Create free trial subscription](https://azure.microsoft.com/free/?wt.mc_id=aiapril-github-dmitryso) and follow previous step\n", "\n", "**Important:** If you use trial key, your Face API will have some limitations, in terms of number of images you can process, and frequency of API calls (not more than 20 calls per minute). In order to make things work, we would need to insert some pauses in between calls, when using API on a series of images.\n", "\n", "After you get the key and endpoint, please insert them into the cell below. There would typically be two keys given on the portal, you can use any one of them." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "key = '--INSERT YOUR KEY HERE--'\n", "endpoint = 'https://westus2.api.cognitive.microsoft.com' \n", "# You might need different endpoint, check the cognitive services page!" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "import azure.cognitiveservices.vision.face as cf\n", "from msrest.authentication import CognitiveServicesCredentials\n", "cli = cf.FaceClient(endpoint,CognitiveServicesCredentials(key))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting Some Images\n", "\n", "In this repository, sample images of Bill Gates are available in `images/gates` directory. You can upload your own images using Azure Notebooks file upload feature. I suggest you create some other directory inside `images` for that purpose. Specify the directory name in the variable below:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "path = 'images/gates/*'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For our further experiments, let's load all images, and run them through Face API to obtain facial landmarks. We will save the images into `images` array, and landmarks data into `imagepoints`.\n", "NOTE: If you have trial API, you may run out of allowed request-per-minute. In this case, add delay to the processing loop." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processing images/gates\\gates_0.jpg\n", "Processing images/gates\\gates_1.jpg\n", "Processing images/gates\\gates_10.jpg\n", "Processing images/gates\\gates_11.jpg\n", "Processing images/gates\\gates_12.jpg\n", "Processing images/gates\\gates_13.jpg\n", "Processing images/gates\\gates_14.jpg\n", "Processing images/gates\\gates_15.jpg\n", "Processing images/gates\\gates_16.jpg\n", "Processing images/gates\\gates_17.jpg\n", "Processing images/gates\\gates_19.jpg\n", "Processing images/gates\\gates_2.jpg\n", "Processing images/gates\\gates_21.jpg\n", "Processing images/gates\\gates_22.jpg\n", "Processing images/gates\\gates_23.jpg\n", "Processing images/gates\\gates_24.jpg\n", "Processing images/gates\\gates_25.jpg\n", "Processing images/gates\\gates_26.jpg\n", "Processing images/gates\\gates_27.jpg\n", "Processing images/gates\\gates_28.jpg\n", "Processing images/gates\\gates_29.jpg\n", "Processing images/gates\\gates_3.jpg\n", "Processing images/gates\\gates_30.jpg\n", "Processing images/gates\\gates_31.jpg\n", "Processing images/gates\\gates_33.jpg\n", "Processing images/gates\\gates_34.jpg\n", "Processing images/gates\\gates_35.jpg\n", "Processing images/gates\\gates_36.jpg\n", "Processing images/gates\\gates_37.jpg\n", "Processing images/gates\\gates_38.jpg\n", "Processing images/gates\\gates_39.jpg\n", "Processing images/gates\\gates_4.jpg\n", "Processing images/gates\\gates_40.jpg\n", "Processing images/gates\\gates_41.jpg\n", "Processing images/gates\\gates_42.jpg\n", "Processing images/gates\\gates_44.jpg\n", "Processing images/gates\\gates_45.jpg\n", "Processing images/gates\\gates_46.jpg\n", "Processing images/gates\\gates_47.jpg\n", "Processing images/gates\\gates_48.jpg\n", "Processing images/gates\\gates_49.jpg\n", "Processing images/gates\\gates_5.jpg\n", "Processing images/gates\\gates_6.jpg\n", "Processing images/gates\\gates_7.jpg\n", "Processing images/gates\\gates_8.jpg\n", "Processing images/gates\\gates_9.jpg\n" ] } ], "source": [ "def imread(fn):\n", " im = cv2.imread(fn)\n", " return cv2.cvtColor(im,cv2.COLOR_BGR2RGB) if im is not None else None\n", "\n", "fnames = glob.glob(path)\n", "\n", "filenames = []\n", "images = []\n", "imagepoints = []\n", "cli.face.detect_with_url('https://soshnikov.com/images/official/shwars_geek.jpg')\n", "for fn in fnames:\n", " print(\"Processing {}\".format(fn))\n", " with open(fn,'rb') as f:\n", " res = cli.face.detect_with_stream(f,return_face_landmarks=True)\n", " if len(res)>0:\n", " filenames.append(fn)\n", " images.append(imread(fn))\n", " imagepoints.append(res[0].face_landmarks.as_dict())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Affine Transformations\n", "\n", "We want to layout all eyes on a circle, in `n_ppl` different positions. `triangles` is the array of triangle coordinates, which are calculated using some simple trigonometry." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "from math import sin,cos,pi\n", "import numpy as np\n", "\n", "width = 2000\n", "height = 2000\n", "radius = 800\n", "n_ppl = 6\n", "da = 2*pi/360*5\n", "\n", "def get_tri(i):\n", " a = i*2*pi/n_ppl\n", " x1 = width/2+radius*cos(a-da)\n", " y1 = height/2+radius*sin(a-da)\n", " x2 = width/2+radius*cos(a+da)\n", " y2 = height/2+radius*sin(a+da)\n", " x3 = width/2+(radius-150)*cos(a)\n", " y3 = height/2+(radius-150)*sin(a)\n", " return [(x1,y1),(x2,y2),(x3,y3)]\n", "\n", "triangles = [ get_tri(i) for i in range(n_ppl)]\n", "\n", "def get_transform(f,flag):\n", " flag = min(flag,len(triangles)-1)\n", " mc_x = (f['mouth_left']['x']+f['mouth_right']['x'])/2.0\n", " mc_y = (f['mouth_left']['y'] + f['mouth_right']['y']) / 2.0\n", " return cv2.getAffineTransform(np.float32([(f['pupil_left']['x'],f['pupil_left']['y']),(f['pupil_right']['x'],f['pupil_right']['y']),(mc_x,mc_y)]),\n", " np.float32(triangles[flag]))\n", "\n", "def transform(img,pts,flag):\n", " tr = get_transform(pts,flag)\n", " return cv2.warpAffine(img,tr,(width,height))" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "img_aligned = [transform(i,a,n%n_ppl) for i,a,n in zip(images,imagepoints,range(len(images)))]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Image Blending\n", "\n", "To blend images together, we use clevel merging with some image normalization:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "def merge(images,wts=None,normalize=True):\n", " images = list(images)\n", " res = np.zeros_like(images[0],dtype=np.float32)\n", " if wts is None:\n", " wts = np.ones(len(images))\n", " wts /= np.sum(wts)\n", " for n,i in enumerate(images):\n", " res += wts[n]*i.astype(np.float32)\n", " if normalize:\n", " mi = res.min()\n", " ma = res.max()\n", " res = 255.0*(res-mi)/(ma-mi)\n", " return res.astype(np.ubyte)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's merge all aligned images altogether and see what happens:" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "res = merge(img_aligned)\n", "plt.imshow(res)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Saving the result\n", "\n", "I recommend to save the result into `results` directory, and to add quick description of the technique you used into `readme.md` file in the repo. To save the image, please execute the cell below:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cv2.imwrite('results/gates_res.jpg',cv2.cvtColor(res,cv2.COLOR_BGR2RGB))" ] }, { "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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }