Skip to content

Instantly share code, notes, and snippets.

Show Gist options
  • Save harshityadav95/a34d6644a556ff466466d9022cd3bd5a to your computer and use it in GitHub Desktop.
Save harshityadav95/a34d6644a556ff466466d9022cd3bd5a to your computer and use it in GitHub Desktop.
Webcam in google colab working.ipynb
Display the source blob
Display the rendered blob
Raw
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Webcam in google colab working.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyOfWoRELMfje5LPUQG29ICP",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/harshityadav95/a34d6644a556ff466466d9022cd3bd5a/webcam-in-google-colab-working.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "s53GA8_1cCnY",
"colab_type": "code",
"colab": {}
},
"source": [
"from IPython.display import display, Javascript\n",
"from google.colab.output import eval_js\n",
"from base64 import b64decode\n",
"\n",
"def take_photo(filename='photo.jpg', quality=0.8):\n",
" js = Javascript('''\n",
" async function takePhoto(quality) {\n",
" const div = document.createElement('div');\n",
" const capture = document.createElement('button');\n",
" capture.textContent = 'Capture';\n",
" div.appendChild(capture);\n",
"\n",
" const video = document.createElement('video');\n",
" video.style.display = 'block';\n",
" const stream = await navigator.mediaDevices.getUserMedia({video: true});\n",
"\n",
" document.body.appendChild(div);\n",
" div.appendChild(video);\n",
" video.srcObject = stream;\n",
" await video.play();\n",
"\n",
" // Resize the output to fit the video element.\n",
" google.colab.output.setIframeHeight(document.documentElement.scrollHeight, true);\n",
"\n",
" // Wait for Capture to be clicked.\n",
" await new Promise((resolve) => capture.onclick = resolve);\n",
"\n",
" const canvas = document.createElement('canvas');\n",
" canvas.width = video.videoWidth;\n",
" canvas.height = video.videoHeight;\n",
" canvas.getContext('2d').drawImage(video, 0, 0);\n",
" stream.getVideoTracks()[0].stop();\n",
" div.remove();\n",
" return canvas.toDataURL('image/jpeg', quality);\n",
" }\n",
" ''')\n",
" display(js)\n",
" data = eval_js('takePhoto({})'.format(quality))\n",
" binary = b64decode(data.split(',')[1])\n",
" with open(filename, 'wb') as f:\n",
" f.write(binary)\n",
" return filename"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "PvpHKR7xcDtq",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 514
},
"outputId": "f62bdc1b-9ec4-4c38-e7a6-d2eaf76fd584"
},
"source": [
"from IPython.display import Image\n",
"try:\n",
" filename = take_photo()\n",
" print('Saved to {}'.format(filename))\n",
" \n",
" # Show the image which was just taken.\n",
" display(Image(filename))\n",
"except Exception as err:\n",
" # Errors will be thrown if the user does not have a webcam or if they do not\n",
" # grant the page permission to access it.\n",
" print(str(err))"
],
"execution_count": 13,
"outputs": [
{
"output_type": "display_data",
"data": {
"application/javascript": [
"\n",
" async function takePhoto(quality) {\n",
" const div = document.createElement('div');\n",
" const capture = document.createElement('button');\n",
" capture.textContent = 'Capture';\n",
" div.appendChild(capture);\n",
"\n",
" const video = document.createElement('video');\n",
" video.style.display = 'block';\n",
" const stream = await navigator.mediaDevices.getUserMedia({video: true});\n",
"\n",
" document.body.appendChild(div);\n",
" div.appendChild(video);\n",
" video.srcObject = stream;\n",
" await video.play();\n",
"\n",
" // Resize the output to fit the video element.\n",
" google.colab.output.setIframeHeight(document.documentElement.scrollHeight, true);\n",
"\n",
" // Wait for Capture to be clicked.\n",
" await new Promise((resolve) => capture.onclick = resolve);\n",
"\n",
" const canvas = document.createElement('canvas');\n",
" canvas.width = video.videoWidth;\n",
" canvas.height = video.videoHeight;\n",
" canvas.getContext('2d').drawImage(video, 0, 0);\n",
" stream.getVideoTracks()[0].stop();\n",
" div.remove();\n",
" return canvas.toDataURL('image/jpeg', quality);\n",
" }\n",
" "
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"Saved to photo.jpg\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/jpeg": "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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"tags": []
}
}
]
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment