Google Cloud Vision API

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Google Cloud Vision API

Derive insight from images with our powerful Cloud Vision API. Image analysis with pretrained models. Homepage

Integrates Google Vision features, including image labeling, face, logo, and landmark detection, optical character recognition (OCR), and detection of explicit content, into applications.

How it works? You’ll get $300 credit to use for up to 60 days. You won’t be charged until you upgrade your account, and you can cancel at any time.

• Tutorial

• Github Sample code for Google Cloud Vision

Use Google APIs. Enable APIS, create credentials and track your usage.

API Manager

• Dashboard. Enable API

  • Search: Translate

  • Google Cloud Vision API. Integrates Google Vision features, including image labeling, face, logo, and landmark detection, optical character recognition (OCR), and detection of explicit content, into applications.

  • Enable

Google Application Default Credentials

The Application Default Credentials provide a simple way to get authorization credentials for use in calling Google APIs. Homepage

• Credentials

  • Create Credentials

  • Service Account Key. Enable Server-to-Server, app-level authentication using robot accounts. For use with Google Cloud APIs.

  • Select an existing service account or create a new one: App Engine Default Service Account

root@edison:~# nano ~/gcp.json
root@edison:~# export GOOGLE_APPLICATION_CREDENTIALS=/home/root/gcp.json

{
  "type": "service_account",
  "project_id": "",
  "private_key_id": "",
  "private_key": "-----BEGIN PRIVATE KEY-----,
  "client_email": "@appspot.gserviceaccount.com",
  "client_id": "",
  "auth_uri": "https://accounts.google.com/o/oauth2/auth",
  "token_uri": "https://accounts.google.com/o/oauth2/token",
  "auth_provider_x509_cert_url": "https://www.googleapis.com/oauth2/v1/certs",
  "client_x509_cert_url": "https://www.googleapis.com/robot/v1/metadata/x509/appspot.gserviceacc"
}

Laboratory

root@edison:~# mkdir vision
root@edison:~# cd vision
ion.gitison:~/vision# git clone https://github.com/GoogleCloudPlatform/cloud-vision.git
Cloning into 'cloud-vision'...
remote: Counting objects: 1237, done.
remote: Total 1237 (delta 0), reused 0 (delta 0), pack-reused 1237
Receiving objects: 100% (1237/1237), 3.92 MiB | 322.00 KiB/s, done.
Resolving deltas: 100% (451/451), done.
Checking connectivity... done.
root@edison:~/vision# ls cloud-vision/
CONTRIBUTING.md  android                 data  java    php
LICENSE          chrome-extension        go    js      python 
README.md        client-secret.json.enc  ios   nodejs  travis.sh
root@edison:~/vision# cd cloud-vision/python/face_detection/
root@edison:~/vision/cloud-vision/python/face_detection#

root@edison:~/vision/cloud-vision/python/face_detection# opkg install libjpeg-dev

root@edison:~/vision/cloud-vision/python/face_detection# pip install -r requirements.txt --target /home/root
Downloading/unpacking google-api-python-client==1.5.0 (from -r requirements.txt (line 1))
Downloading/unpacking Pillow==3.1.1 (from -r requirements.txt (line 2))
...
Installing collected packages: google-api-python-client Pillow, httplib2, oauth2client, uritemplate, pyasn1, pyasn1-modules, rsa
...

root@edison:~/vision/cloud-vision/python/face_detection# scp xe1gyq@192.168.1.72:/home/xe1gyq/cred.json .
xe1gyq@192.168.1.72's password:
cred.json                                     100% 2355     2.3KB/s   00:00                       
root@edison:~/vision/cloud-vision/python/face_detection# export GOOGLE_APPLICATION_CREDENTIALS=<path_to_service_account_file>

root@edison:~/vision/cloud-vision/python/face_detection# wget https://upload.wikimedia.org/wikipedia/commons/5/5d/Barack_Obama_family_portrait_2011.jpg
    --2016-03-20 00:24:03--  https://upload.wikimedia.org/wikipedia/commons/5/5d/Barack_Obama_family_portrait_2011.jpg
    Resolving upload.wikimedia.org... 208.80.153.240, 2620:0:860:ed1a::2:b
    Connecting to upload.wikimedia.org|208.80.153.240|:443... connected.
    HTTP request sent, awaiting response... 200 OK
    Length: 1972894 (1.9M) [image/jpeg]
    Saving to: 'Barack_Obama_family_portrait_2011.jpg'

    100%[======================================>] 1,972,894    264KB/s   in 16s

    2016-03-20 00:24:20 (122 KB/s) - 'Barack_Obama_family_portrait_2011.jpg' saved [1972894/1972894]

root@edison:~/vision/cloud-vision/python/face_detection# mv Barack_Obama_family_portrait_2011.jpg face-input.jpeg
root@edison:~/vision/cloud-vision/python/face_detection# time python faces.py face-input.jpeg
Found 4 faces
Writing to file out.jpg

real    0m56.898s
user    0m11.820s
sys     0m0.490s
root@edison:~/vision/cloud-vision/python/face_detection#

Errors

root@edison:~/vision/cloud-vision/python/face_detection# python faces.py face-input.jpeg
Found 1 face
Writing to file out.jpg
root@edison:~/vision/cloud-vision/python/face_detection#

root@edison:~/vision/cloud-vision/python/face_detection# pip install six

root@edison:~# git clone https://github.com/google/google-api-python-client.git
Cloning into 'google-api-python-client'...
remote: Counting objects: 13396, done.
remote: Compressing objects: 100% (405/405), done.
remote: Total 13396 (delta 196), reused 0 (delta 0), pack-reused 12991
Receiving objects: 100% (13396/13396), 23.18 MiB | 2.05 MiB/s, done.
Resolving deltas: 100% (10115/10115), done.
Checking connectivity... done.
Checking out files: 100% (1495/1495), done.
root@edison:~# cd google-api-python-client/
root@edison:~/google-api-python-client# python setup.py install --user