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@drdarshan
Created September 16, 2017 21:01
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
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"div.cell { /* Tunes the space between cells */\n",
"margin-top:1em;\n",
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},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.core.display import HTML\n",
"HTML(\"\"\"\n",
"<style>\n",
"\n",
"div.cell { /* Tunes the space between cells */\n",
"margin-top:1em;\n",
"margin-bottom:1em;\n",
"}\n",
"\n",
"div.text_cell_render h1 { /* Main titles bigger, centered */\n",
"font-size: 2.2em;\n",
"line-height:1.4em;\n",
"text-align:center;\n",
"}\n",
"\n",
"div.text_cell_render h2 { /* Parts names nearer from text */\n",
"margin-bottom: -0.4em;\n",
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"\n",
"div.text_cell_render { /* Customize text cells */\n",
"font-family: 'Times New Roman';\n",
"font-size:1.5em;\n",
"line-height:1.4em;\n",
"padding-left:3em;\n",
"padding-right:3em;\n",
"}\n",
"</style>\n",
"\"\"\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Cognitive Services for Computer Vision - first steps"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook demonstrates the use of the Microsoft Cognitive services for object detection. We will be using the following image:\n",
"<img src=\"https://upload.wikimedia.org/wikipedia/commons/1/12/Broadway_and_Times_Square_by_night.jpg\" height=300 width=300>\n",
"As you can see, there's a lot happening in the image but Cognitive Services can help make object detection tasks a breeze!\n",
"\n",
"First, we need to import some libraries and provide our subscription key."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import httplib, urllib, base64, json\n",
"\n",
"# Replace the subscription_key string value with your valid subscription key.\n",
"subscription_key = '90dddd95329a4f70a44129e45bcbf2db'\n",
"\n",
"uri_base = 'westcentralus.api.cognitive.microsoft.com'\n",
"\n",
"headers = {\n",
" # Request headers.\n",
" 'Content-Type': 'application/json',\n",
" 'Ocp-Apim-Subscription-Key': subscription_key,\n",
"}\n",
"\n",
"params = urllib.urlencode({\n",
" # Request parameters. All of them are optional.\n",
" 'visualFeatures': 'Categories,Description,Color',\n",
" 'language': 'en',\n",
"})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we give provide the APIs the URL to our image."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"image_url = \"https://upload.wikimedia.org/wikipedia/commons/1/12/Broadway_and_Times_Square_by_night.jpg\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We then call the web service to analyze the image and add the most probable caption."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from contextlib import closing\n",
"with closing(httplib.HTTPSConnection('westcentralus.api.cognitive.microsoft.com')) as conn:\n",
" conn.request(\"POST\", \"/vision/v1.0/analyze?%s\" % params, \"{'url':'%s'}\"%image_url, headers)\n",
" response = conn.getresponse()\n",
" data = response.read()\n",
"\n",
" # 'data' contains the JSON data. The following formats the JSON data for display.\n",
" parsed = json.loads(data)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<h2>A group of people on a city street filled with traffic at night. (Confidence=0.824)</h2>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
"<!-- Created with matplotlib (http://matplotlib.org/) -->\n",
"<svg height=\"306pt\" version=\"1.1\" viewBox=\"0 0 254 306\" width=\"254pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
" <defs>\n",
" <style type=\"text/css\">\n",
"*{stroke-linecap:butt;stroke-linejoin:round;}\n",
" </style>\n",
" </defs>\n",
" <g id=\"figure_1\">\n",
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" <path d=\"M 0 306.621556 \n",
"L 254.088424 306.621556 \n",
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"L 0 0 \n",
"z\n",
"\" style=\"fill:none;\"/>\n",
" </g>\n",
" <g id=\"axes_1\">\n",
" <g clip-path=\"url(#pceaebb9680)\">\n",
" <image height=\"272\" id=\"image1168cf15f8\" transform=\"scale(1 -1)translate(0 -272)\" width=\"204\" x=\"39.65\" xlink:href=\"data:image/png;base64,\n",
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\" y=\"-10.743431\"/>\n",
" </g>\n",
" </g>\n",
" </g>\n",
" <defs>\n",
" <clipPath id=\"pceaebb9680\">\n",
" <rect height=\"271.8\" width=\"203.738424\" x=\"39.65\" y=\"10.943431\"/>\n",
" </clipPath>\n",
" </defs>\n",
"</svg>\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb7940>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'svg'\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from PIL import Image\n",
"from matplotlib import patches\n",
"import urllib2\n",
"import io\n",
"\n",
"with closing(urllib2.urlopen(image_url)) as f:\n",
" image_file = io.BytesIO(f.read())\n",
" image = Image.open(image_file)\n",
"\n",
"plt.figure(figsize=(5,5))\n",
"ax = plt.imshow(image)\n",
"plt.axis(\"off\")\n",
"caption = parsed[\"description\"][\"captions\"][0]\n",
"HTML(\"<h2>%s. (Confidence=%0.3f)</h2>\"%(caption[\"text\"].capitalize(), caption[\"confidence\"]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, we print some of the most probable tags associated with the image as a data frame."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Tags</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>outdoor</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>building</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>street</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>city</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>busy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>people</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>filled</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>traffic</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>many</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>table</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>car</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>group</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>walking</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>bunch</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>crowded</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>large</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>night</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>light</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>standing</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>man</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>tall</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>umbrella</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>riding</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>sign</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>crowd</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Tags\n",
"0 outdoor\n",
"1 building\n",
"2 street\n",
"3 city\n",
"4 busy\n",
"5 people\n",
"6 filled\n",
"7 traffic\n",
"8 many\n",
"9 table\n",
"10 car\n",
"11 group\n",
"12 walking\n",
"13 bunch\n",
"14 crowded\n",
"15 large\n",
"16 night\n",
"17 light\n",
"18 standing\n",
"19 man\n",
"20 tall\n",
"21 umbrella\n",
"22 riding\n",
"23 sign\n",
"24 crowd"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"pd.DataFrame(parsed[\"description\"][\"tags\"], columns=[\"Tags\"])"
]
}
],
"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": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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