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Created June 23, 2016 14:29
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8bit.ai Face Landmark Detection tutorial
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Face Landmark Detection by 8bit.ai API"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is a short tutorial in order to see how <a href='http://8bit.ai/'>8bit.ai</a> provides Face Landmark Detection by cure Python interface. Please contact us for more information through [email protected].\n",
"\n",
"You'll need an API KEY for make this tutorial work for you. You can sign-up free to <a href='http://8bit.ai/'>8bit.ai</a> to obtain one. "
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from eightbit.client import EightbitApi\n",
"\n",
"# Create the client object. You call everything from this object.\n",
"client = EightbitApi(apikey=\"your-apikey\")\n",
"\n",
"# Call landmark detection\n",
"img_path = 'http://i64.tinypic.com/epg9kj.jpg'\n",
"res = client.lmdet_url(img_path)\n",
"\n",
"# Fetch results\n",
"locs = res['results'][0]"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# set values with meaningful variables. \n",
"# results are returned float but we need int to show\n",
"left_eye_x = int(locs['le_x'])\n",
"left_eye_y = int(locs['le_y'])\n",
"\n",
"right_eye_x = int(locs['re_x'])\n",
"right_eye_y = int(locs['re_y'])\n",
"\n",
"nose_x = int(locs['no_x'])\n",
"nose_y = int(locs['no_y'])\n",
"\n",
"mouth_left_x = int(locs['lm_x'])\n",
"mouth_left_y = int(locs['lm_y'])\n",
"\n",
"mouth_right_x = int(locs['rm_x'])\n",
"mouth_right_y = int(locs['rm_y'])\n",
"\n",
"face_x1 = int(locs['x1'])\n",
"face_x2 = int(locs['x2'])\n",
"face_y1 = int(locs['y1'])\n",
"face_y2 = int(locs['y2'])\n",
"\n",
"image_height = int(locs['img_height'])\n",
"image_width = int(locs['img_width'])"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
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ak8/zWx03687nDbxVrBSx8daNPbXPPzJbR088exJncss+tY16H4Eiupzip/2A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\njsa1H7vOpQOxJSW+/fOP+Qe//z1+/sU1p02ISUW+5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jt7MMRxO3CR7n/pjTvEe2Pwbe43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1puVo5/VrU5uCrYjsEwUXi2rAMPUgDsXYAHF04yUl640ddnAqQwmtB/dkC8jZ35Gjgx12TA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\nAAyF4AQAAAyF4AQAAAzlvzChNLDUOZ0WAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f2b0a3f3210>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Visualize the results\n",
"\n",
"%matplotlib inline\n",
"from matplotlib import pylab as plt\n",
"import matplotlib.patches as mpatches\n",
"from skimage import io\n",
"\n",
"img = io.imread(img_path)\n",
"\n",
"fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(9, 9))\n",
"fig = plt.gcf()\n",
"ax.imshow(img)\n",
"ax.axis('off')\n",
"\n",
"# show face bounding box\n",
"bb_height = int(face_y2 - face_y1,)\n",
"bb_width = int(face_x2 - face_x1)\n",
"rect = mpatches.Rectangle((face_x1, face_y1), bb_width, bb_height,\n",
" fill=False, edgecolor='red', linewidth=2)\n",
"ax.add_patch(rect)\n",
"\n",
"# show landmark points\n",
"x_coords = [left_eye_x, right_eye_x, mouth_left_x, mouth_right_x, nose_x]\n",
"y_coords = [left_eye_y, right_eye_y, mouth_left_y, mouth_right_y, nose_y]\n",
"plt.scatter(x=x_coords, y=y_coords)\n",
"print"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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