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Saibabanadh saibabanadh

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saibabanadh / README.md
Created April 25, 2017 11:55 — forked from dannguyen/README.md
Using Python 3.x and Google Cloud Vision API to OCR scanned documents to extract structured data

Using Python 3 + Google Cloud Vision API's OCR to extract text from photos and scanned documents

Just a quickie test in Python 3 (using Requests) to see if Google Cloud Vision can be used to effectively OCR a scanned data table and preserve its structure, in the way that products such as ABBYY FineReader can OCR an image and provide Excel-ready output.

The short answer: No. While Cloud Vision provides bounding polygon coordinates in its output, it doesn't provide it at the word or region level, which would be needed to then calculate the data delimiters.

On the other hand, the OCR quality is pretty good, if you just need to identify text anywhere in an image, without regards to its physical coordinates. I've included two examples:

####### 1. A low-resolution photo of road signs

@saibabanadh
saibabanadh / getcolor.py
Created March 22, 2017 13:02 — forked from zollinger/getcolor.py
Simple way to get dominant colors from an image in Python
import Image, ImageDraw
def get_colors(infile, outfile, numcolors=10, swatchsize=20, resize=150):
image = Image.open(infile)
image = image.resize((resize, resize))
result = image.convert('P', palette=Image.ADAPTIVE, colors=numcolors)
result.putalpha(0)
colors = result.getcolors(resize*resize)
# install dependencies
sudo apt-get update
sudo apt-get install -y build-essential
sudo apt-get install -y cmake
sudo apt-get install -y libgtk2.0-dev
sudo apt-get install -y pkg-config
sudo apt-get install -y python-numpy python-dev
sudo apt-get install -y libavcodec-dev libavformat-dev libswscale-dev
sudo apt-get install -y libjpeg-dev libpng-dev libtiff-dev libjasper-dev
@saibabanadh
saibabanadh / aws-sns-example.js
Created January 23, 2016 06:36 — forked from tmarshall/aws-sns-example.js
aws-sdk sns example, in Node.js
var AWS = require('aws-sdk');
AWS.config.update({
accessKeyId: '{AWS_KEY}',
secretAccessKey: '{AWS_SECRET}',
region: '{SNS_REGION}'
});
var sns = new AWS.SNS();
@saibabanadh
saibabanadh / Logger.js
Created January 8, 2016 06:46 — forked from santhoshtr/Logger.js
Winston based configurable node logger
var winston = require( 'winston' ),
fs = require( 'fs' ),
logDir = 'log', // Or read from a configuration
env = process.env.NODE_ENV || 'development',
logger;
winston.setLevels( winston.config.npm.levels );
winston.addColors( winston.config.npm.colors );
if ( !fs.existsSync( logDir ) ) {