nhatphongdo / extract-information-from-identity-card Goto Github PK

View Code? Open in Web Editor NEW

From identity card image, this repo detect 4 corners, align by OpenCV, then detect word in image and recognize word by Transformer OCR.

Python 87.96% Jupyter Notebook 11.83% Shell 0.08% Dockerfile 0.13%

extract-information-from-identity-card's Introduction

Extract-information-from-identity-card

Tutorial: Recognize Identity Card Tutorial

1. Install dependencies

cd complete
pip install -r requirement.txt

2. Corner Detection and Alignment

Run the above command

cd corner_detection
python inference.py --image_path=image_path

Results:

3. Text Detection

Run the above command

cd text_detection
python inference.py --image_path=image_path

Results:

3. End to end model (corner detection, text detection, ocr)

Download weight from https://drive.google.com/file/d/1pXftFiTGzcXNqsy6jKxQF2WyiOoBmDKU/view?usp=sharing, then put into config_text_recognition folder.

Run above command to run server

cd complete
python server.py

Final Result

{
  "id": "38138424",
  "name": "LÊ KIỀU DIỄM",
  "birth": "1989",
  "add": "Tân Hưng Tây Phú Tân Cà Mau",
  "home": "Khóm 8 Phường 8 TP Cà Mau Cà Mau"
}

Recommend Projects

React

A declarative, efficient, and flexible JavaScript library for building user interfaces.

Vue.js

🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

Typescript

TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

TensorFlow

An Open Source Machine Learning Framework for Everyone

Django

The Web framework for perfectionists with deadlines.

Laravel

A PHP framework for web artisans

D3

Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

javascript

JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

web

Some thing interesting about web. New door for the world.

server

A server is a program made to process requests and deliver data to clients.

Machine learning

Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

Visualization

Some thing interesting about visualization, use data art

Game

Some thing interesting about game, make everyone happy.

Recommend Org

Facebook

We are working to build community through open source technology. NB: members must have two-factor auth.

Microsoft

Open source projects and samples from Microsoft.

Google

Google ❤️ Open Source for everyone.

Alibaba

Alibaba Open Source for everyone

D3

Data-Driven Documents codes.

Tencent

China tencent open source team.

nhatphongdo / extract-information-from-identity-card Goto Github PK